{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "617f67dd-c1da-4d80-9802-78aa503626e4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This ipynb is to analyze local impact of turning no-split rules on and off\n",
      "I read in the Census tract data\n",
      "there are 8941 popn tracts for OH; total pop = 11799448\n"
     ]
    }
   ],
   "source": [
    "print(\"This ipynb is to analyze local impact of turning no-split rules on and off\") #5/25/25\n",
    "from shapely.geometry import Point, LineString, Polygon, box\n",
    "import shapely\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "from scipy.stats import norm\n",
    "import math\n",
    "import ast\n",
    "\n",
    "#handy function for plotting Polygon or multiPolygon tracts and precincts\n",
    "def plotPoly(inputPoly):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == simplePoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y)      \n",
    "def plotPolyLW(inputPoly, LINEWIDTH):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == simplePoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y, color=\"black\",linewidth=LINEWIDTH)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y,color = \"black\",linewidth = LINEWIDTH)  \n",
    "                \n",
    "def plotPolyLWcolor(inputPoly, LINEWIDTH,COLOR):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == simplePoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y, color=COLOR,linewidth=LINEWIDTH)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y,color = COLOR,linewidth = LINEWIDTH) \n",
    "                \n",
    "def plotPolyLWdash(inputPoly, LINEWIDTH):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == simplePoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y, color=\"black\",linewidth=LINEWIDTH,ls=\"dashed\")\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y,color = \"black\",linewidth = LINEWIDTH,ls=\"dashed\")\n",
    "def plotCenter(t,geom,FONTSIZE = 12):\n",
    "    plt.text(geom.centroid.x,geom.centroid.y,t,fontsize = FONTSIZE,ha=\"center\")\n",
    "    \n",
    "def r3(number):\n",
    "    result = round(number,3)\n",
    "    return result\n",
    "\n",
    "def r5(number):\n",
    "    result = round(number,5)\n",
    "    return result\n",
    "\n",
    "def fillplot(GEOM,redd,gren,bluu) :\n",
    "    if GEOM.geom_type == Polygon([Point(0,0),Point(1,0), Point(1,1)]).geom_type :\n",
    "        EXTERIOR = GEOM.exterior\n",
    "        x,y = EXTERIOR.xy\n",
    "        plt.fill(x,y,facecolor= (redd,gren,bluu) )\n",
    "    else:\n",
    "        for geom in GEOM.geoms:\n",
    "            x,y = geom.exterior.xy\n",
    "            plt.fill(x,y,facecolor=(redd,gren,bluu) )\n",
    "\n",
    "def fillplotLean(GEOM, LEAN):\n",
    "    \"\"\"\n",
    "    This draws a blue-to-purple-to-red shape based on its inputted geometry and Republican lean\n",
    "    0.47 and 0.53 are current parameters to generate a decent purple.  They could be tweaked\n",
    "    \"\"\"\n",
    "    deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "    gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    fillplot(GEOM, redd,gren, bluu)\n",
    "\n",
    "dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "# EXTRACT TRACT GEOMETRIES AND POPULATIONS INTO LISTS, COMPUTE TRACT AREAS\n",
    "STATE = \"OH\"\n",
    "\n",
    "tractPopFile = gpd.read_file(\"state_map_files/oh_pl2020_vtd.dbf\")  # ***USING VTDs***\n",
    "tractPopFile.head()  #about 40 sec to load\n",
    "print(\"I read in the Census tract data\")\n",
    "tractGeom = tractPopFile['geometry']  #for some states, replace with tractGeomFile\n",
    "tractPop = tractPopFile['P0010001']\n",
    "statePop = np.sum(tractPop)\n",
    "tractCountyNo = tractPopFile['COUNTYFP20']\n",
    "nTracts = len(tractPop)\n",
    "print(\"there are {0} popn tracts for {1}; total pop = {2}\".format(nTracts, STATE,statePop) )\n",
    "tractArea = [0.]*nTracts\n",
    "tractCountyNo = tractCountyNo.to_numpy()\n",
    "countyNo = [0]*nTracts\n",
    "for t in range (0,nTracts) :  #from odd-numbered counties in US Census list to integer list\n",
    "    tractArea[t] = tractGeom[t].area\n",
    "    countyNo[t] = int((int(tractCountyNo[t]) - 1)/2)\n",
    "isSkippedTract = [0] *nTracts  #this will house a temporary list of tracts for manipulation\n",
    "tractPop = tractPop.to_numpy()  #to avoid panda overwrite grousing\n",
    "\n",
    "nCounties = int( np.max(countyNo)+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c1ed4222-0705-4a0a-b9db-81d09542c52d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this 1minute block creates a county-level map, excluding lakeshore tracts from counties\n",
      "working on tract 0\n",
      "working on tract 500\n",
      "working on tract 1000\n",
      "working on tract 1500\n",
      "working on tract 2000\n",
      "working on tract 2500\n",
      "working on tract 3000\n",
      "working on tract 3500\n",
      "working on tract 4000\n",
      "working on tract 4500\n",
      "working on tract 5000\n",
      "working on tract 5500\n",
      "working on tract 6000\n",
      "working on tract 6500\n",
      "working on tract 7000\n",
      "working on tract 7500\n",
      "working on tract 8000\n",
      "working on tract 8500\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"this 1minute block creates a county-level map, excluding lakeshore tracts from counties\")\n",
    "#From other codes, specify the lakeshore tracts\n",
    "skipList = [840, 1008, 2974, 3730, 4458, 4634, 8197]\n",
    "#SPECIAL FOR OHIO - pretend PutInBay vtd 1006 is physically located on top of vtd 926 in Ottawa county\n",
    "#SPECIAL FOR OHIO - pretend Kelley Island vtd 3739 is physically located on top of vtd 3622 in Erie county\n",
    "tractGeom[1006] = tractGeom[926]\n",
    "tractGeom[3739] = tractGeom[3622]\n",
    "lakeErieGeom = tractGeom[skipList[0]]\n",
    "countyTractList = [list() for c in range(nCounties)]\n",
    "for s in skipList :\n",
    "    countyNo[s] = -999  #don't count these unpopulated lakeshore tracts as part of a county\n",
    "    lakeErieGeom = lakeErieGeom.union(tractGeom[s])\n",
    "countyGeom = [dummyPoly]*nCounties\n",
    "countyPop = [0.]*nCounties\n",
    "nCountyTracts = [0]*nCounties  #how many tracts (vtds) found in this county\n",
    "for t in range(nTracts):  #now loop through tracts, assign each to county, build county polygons\n",
    "    if t%500 == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    if t not in skipList:  #not a lakeshore tract; add it to map\n",
    "        c = int(countyNo[t])\n",
    "        if c >= 0:\n",
    "            countyTractList[c].append(t)\n",
    "            countyPop[c] += tractPop[t]\n",
    "            if countyGeom[c] == dummyPoly:  #this is the first tract found for this county\n",
    "                countyGeom[c] = tractGeom[t]  #seed the county geometry polygon\n",
    "            else:\n",
    "                countyGeom[c] = countyGeom[c].union(tractGeom[t])\n",
    "countyMAP = countyGeom[0]\n",
    "for c in range(nCounties):  #now build the state map from the counties\n",
    "    plotPoly(countyGeom[c])\n",
    "    plotCenter(c,countyGeom[c])\n",
    "    countyMAP = countyMAP.union(countyGeom[c])\n",
    "plotPoly(countyMAP)\n",
    "plotPoly(lakeErieGeom)\n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "676716c2-c5d1-4e40-af53-008d3e1109aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "isBAF = False #False #True #flag for using an enacted BAF, not a collection of Home Districts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2cfc630f-1772-4aa4-bd91-c06ffd8ade0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now read in the 2020-22-24 votes aggregated to 2020 vtds and blockgroups via the OH_HDaggregation code\n",
      "the average and std dev of statewide GOP across the 5 elections is 0.54149 0.01573\n",
      "election no, stateGOP\n",
      "0      0.54077\n",
      "1      0.53057\n",
      "2      0.56079\n",
      "3      0.55657\n",
      "4      0.51874\n",
      "The Trump2020 statewide two-party vote share is truly 0.54077\n"
     ]
    }
   ],
   "source": [
    "nElections = 5\n",
    "unitDems, unitReps = [list() for e in range(nElections) ], [list() for e in range(nElections) ]\n",
    "stateGOP = [0.5]*nElections\n",
    "if isBAF:\n",
    "    print(\"We are analyzing an enacted BAF, so pull in RDH's disaggregated block votes from 2020, 2022, 2024 elections\")\n",
    "    vote2020df = pd.read_csv(\"./state_map_files/Ohio_2020BAFs/oh_2020_gen_2020_blocks.csv\")\n",
    "    vote2020df['idx'] = [i for i in range(len(vote2020df)) ]  #in case BAF's have some unassigned blocks\n",
    "    vote2022df = pd.read_csv(\"./state_map_files/Ohio_2020BAFs/oh_2022_gen_2020_blocks.csv\")\n",
    "    vote2024df = pd.read_csv(\"./state_map_files/Ohio_2020BAFs/oh_2024_gen_2020_blocks.csv\")\n",
    "    print(\"Our election sets are 2020 Pres, 2022 Senate, 2022 Chief Justice, 2024 Pres, 2020 Senate\")\n",
    "    merged2022df = pd.merge(vote2020df, vote2022df, on=\"GEOID20\")  #in case GEOID20's in different order in later files\n",
    "    merged2024df = pd.merge(vote2020df, vote2024df, on=\"GEOID20\")\n",
    "    DFs = [vote2020df, merged2022df, merged2022df, merged2024df, merged2024df]\n",
    "    DemCols = [ \"G20PREDBID\", \"G22USSDRYA\", \"G22CJUDBRU\", \"G24PREDHAR\", \"G24USSDBRO\" ]\n",
    "    RepCols = [ \"G20PRERTRU\", \"G22USSRVAN\", \"G22CJURKEN\", \"G24PRERTRU\", \"G24USSRMOR\" ]\n",
    "    nElections = 5\n",
    "    blockDems, blockReps = [list() for e in range(nElections)], [list() for e in range(nElections)]\n",
    "    for e in range(nElections):\n",
    "        DemCol, RepCol = ( DFs[e] [DemCols[e]] ).copy(), (DFs[e] [RepCols[e] ] ).copy()\n",
    "        unitDems[e] = DemCol.copy()  #for enacted maps, our 'units' are individual blocks\n",
    "        unitReps[e] = RepCol.copy()\n",
    "\n",
    "else:\n",
    "    print(\"Now read in the 2020-22-24 votes aggregated to 2020 vtds and blockgroups via the OH_HDaggregation code\")\n",
    "    vtdVotesDF = pd.read_csv(\"./state_map_files/oh_5electionVTDvotes.csv\")\n",
    "    bgVotesDF =  pd.read_csv(\"./state_map_files/oh_5electionBGvotes.csv\")\n",
    "   \n",
    "    \n",
    "    DemCols = [\"Dems0\",\"Dems1\",\"Dems2\",\"Dems3\",\"Dems4\"]\n",
    "    RepCols = [\"Reps0\",\"Reps1\",\"Reps2\",\"Reps3\",\"Reps4\"]\n",
    "    isBGfile = False #True #False:\n",
    "    if isBGfile:\n",
    "        mergedDF = bgVotesDF.copy()  #we created the votes aggregn file in the same order as the Census bg file\n",
    "    else:\n",
    "        mergedDF = pd.merge(tractPopFile , vtdVotesDF, on=\"GEOID20\")\n",
    "    for e in range(nElections):\n",
    "        eDems, eReps = list(mergedDF[ DemCols[e] ]), list(mergedDF[ RepCols[e] ] )\n",
    "        unitDems[e], unitReps[e] = eDems.copy(), eReps.copy()\n",
    "\n",
    "for e in range(nElections):\n",
    "    stateGOP[e] = np.sum(unitReps[e]) / (np.sum(unitReps[e]) + np.sum(unitDems[e]))\n",
    "stateAvgGOP = np.average(stateGOP)\n",
    "state_sdGOP = np.std(stateGOP)\n",
    "print(\"the average and std dev of statewide GOP across the 5 elections is\",r5(stateAvgGOP), r5(state_sdGOP) )\n",
    "TrumpBiden = stateGOP[0]\n",
    "print(\"election no, stateGOP\")\n",
    "for e in range(nElections):\n",
    "    print(e, \"    \",r5( stateGOP[e]) )\n",
    "print(\"The Trump2020 statewide two-party vote share is truly\",r5(TrumpBiden) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "e67b06ee-8f0e-4511-beef-b7d8c48a17b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Except for enacted BAFs, let's plot the blue Biden precincts.  Are we using a BG file? False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not isBAF:\n",
    "    print(\"Except for enacted BAFs, let's plot the blue Biden precincts.  Are we using a BG file?\", isBGfile)\n",
    "    if isBGfile:\n",
    "        BGx, BGy = bgVotesDF[\"centroid x\"], bgVotesDF[\"centroid y\"]\n",
    "        nBGs = len(bgVotesDF)\n",
    "        for bg in range(nBGs):\n",
    "            if unitDems[0][bg] > unitReps[0][bg]:\n",
    "                plotPoly(Point(BGx[bg], BGy[bg]).buffer(0.01) )\n",
    "        plt.show()\n",
    "    else:\n",
    "        nVTDs = len(vtdVotesDF)\n",
    "        for v in range(nVTDs):\n",
    "            if unitDems[0][v] > unitReps[0][v]:\n",
    "                plotPolyLW(tractGeom[v],0.3)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "baa869c6-ee03-429e-bc06-7d83686ca61f",
   "metadata": {},
   "source": [
    "Sykes_earlySep_legisl\n",
    "Pranav_legisl_block\n",
    "Rodden3House\n",
    "McDJohnsonFinal\n",
    "OCRC_01Sep_legisl\n",
    "OH2022_legisl_cleaned\n",
    "September15 HDs BAF\n",
    "Huffman09SepCleaned\n",
    "OhioHouse29Sep23_BAF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f11a3091-5098-45a4-8bdc-1d870deec899",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6947 98 276428 276428 98\n"
     ]
    }
   ],
   "source": [
    "print(b,nHDs,len(mergedBAF), len(mergedBAF[\"ID\"]), mergedBAF[\"ID\"][b])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "18c79836-6c3b-4dc7-83b7-d766173c50c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I read in the HD vtd / unit / bg lists, now calculating leans\n",
      "true, HDweighted statewide lean for election 0 are 0.54077 0.54185\n",
      "true, HDweighted statewide lean for election 1 are 0.53057 0.53156\n",
      "true, HDweighted statewide lean for election 2 are 0.56079 0.56182\n",
      "true, HDweighted statewide lean for election 3 are 0.55657 0.55751\n",
      "true, HDweighted statewide lean for election 4 are 0.51874 0.51967\n",
      "array of weighted leans ...\n",
      "[0.5418522525171215, 0.5315580755631724, 0.561820676051867, 0.5575063638163897, 0.519665327218934]\n",
      "Integrity check: HDlean in 2022 ChJ and 2024 Pres vs. 2020 Pres\n"
     ]
    },
    {
     "data": {
      "image/png": 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HH3/EO++8k22ftLQ0/O9//8Mnn3yCEydOwM3NDQAwb948NGnSBEePHsX777+f49zvv/8+4uLi8M033+DkyZNYvnx5qVzch4goN9evX0e3bt3w+eefW7a1bt0aTz75pB2rKh5ls+8/vxQzEP4uAJHLmwKABIQHAfW7Ftktm7zMnDkTHTt2tPq4Jk2aYMqUKQCA4OBgzJ07F9WqVcPIkSMBAFOnTsXy5ctx7NgxtGrVynLctGnTLO2tW7cONWrUwM6dO9GvXz/LPjVq1MjR3n9DzRtvvGH5s4+PDz744AOMGTMGy5Yts2w3Go1YtmwZmjRpku3YZ599Fm+++abl9fnz57O9f/HiRTRt2hTNmze3nJ+IqCz45ZdfMHDgQFy+fBm//fYb+vTpgwoVKti7rGJTvsPIhYM5e0SyEUDK5az9ahXvOv93P3CtdX8vikqlQtWqVdGoUSPLNnd3dwDA1atXsx3XunVry5+rVKmCevXq4eTJk9n2+eWXX+Dk5JRt2/23iQDghx9+QEhICE6dOoWUlBSYTCZkZGQgLS0Njo6OAACtVptrb8/Drvm1116zDODq1KkTevXqhTZt2jzwGCKikkxRFMydOxdTp06F2WxGvXr1sG3btnIVRIDyfpvmTpJt97Oh/34jyrKc7V4igFxvo2g0mmyvJUnKtu3uPUdFUayuqVatWqhbt262r/sH1p4/fx7dunVD48aNsWPHDkRFRWHp0qUAsgak3uXg4JDrvc+H/ePr3LkzLly4gEmTJuHKlSt47rnn8NZbb1l9HUREJcHVq1fRuXNnTJ48GWazGYMHD8aRI0esujVfVpTvMFLR3bb7FSFXV9dss3AA2HT9jcOHD1v+fPPmTfz55594/PHHrTpHVFQUFEXBxx9/jFatWuGxxx7DlSsP6nmynqurK4YOHYoNGzYgNDQUq1atsun5iYiKQ0pKCp588kl89913cHBwwNq1a7Fu3bpssynLk/IdRmq2AZyrA8hrhLIEOHtl7Wdnzz77LI4cOYLPP/8cp0+fxrRp0wo84yU3M2fOREREBGJjYzFs2DBUq1Ytx+ydh6lbty6MRiMWL16Mv/76C+vXr8eKFStsVuPUqVPx1Vdf4cyZMzhx4gR2795tdWAiIioJnJ2dMWTIEDzxxBM4cuQIhg8fXqZnyzxM+Q4jsgp4/n//vvjvN8G/r5+fW+yDV3MTEBCA999/H++88w5atGiB27dvY8iQITY7/9y5czFx4kQ0a9YMiYmJ2LVrF7RarVXnaNKkCebPn4///e9/aNiwITZu3IiQkBCb1ajVahEcHIzGjRvj6aefhkqlwpYtW2x2fiKiopSYmIgLFy5YXs+cORORkZFo0KCBHasqGSTx34EIJVBKSgpcXFyQnJwMZ2fnbO9lZGRYlsjV6/UFayDu66xZNfcPZnX2ygoiDXoUovKSb9++fXjmmWdw8+ZNVKpUyd7l2IxNvi+IiGzkhx9+wKBBg1CzZk0cOHDA6l/2SqsHfX7fr3zPprmrQY+s6bvFtAIrERGVDyaTCdOnT8ecOXMghICHhweuXbsGLy8ve5dWohToNs3SpUvh4+MDvV4PPz8/REZGPnD/0NBQ1KtXDw4ODvD29sakSZOQkZFRoIKLjKzKmr7bqG/WfxlEiIioEC5fvoznnnsOs2fPhhACo0ePxuHDhxlEcmF1z8jWrVsRGBiIFStWwM/PD6GhoQgICEB8fLxlJc37bdq0CUFBQVi7di3atGmDP//8E8OGDYMkSZg/f75NLoIKrkOHDjmmDBMRUeF88803GDJkCK5fvw4nJyesWrUKAwYMsHdZJZbVPSPz58/HyJEjMXz4cDRo0AArVqyAo6Mj1q5dm+v+Bw8eRNu2bfHSSy/Bx8cHnTp1wsCBAx/am0JERFQaKYqCqVOn4vr162jatCmio6MZRB7CqjBiMBgQFRUFf3//eyeQZfj7++PQoUO5HtOmTRtERUVZwsdff/2FvXv3okuXLoUom4iIqGSSZRlbtmzBm2++iYMHD6Ju3br2LqnEs+o2zfXr12E2my1Lit/l7u6OU6dO5XrMSy+9hOvXr+Opp56CEAImkwljxozBe++9l2c7mZmZyMzMtLxOSUl5aG281UD34/cDERWnXbt24eTJk5YHg9apUwfz5s2zc1WlR5GvM7Jv3z7MmTMHy5YtQ3R0NMLCwrBnzx7MmjUrz2NCQkLg4uJi+fL29s5zX5Uqa6Dp/cuNE939frj7/UFEVBQMBgPefPNN9OjRA0FBQThw4IC9SyqVrOoZqVatGlQqFZKSsj+rJSkpCR4eHrke8/7772Pw4MEYMWIEAKBRo0ZITU3FqFGjMHnyZMhyzjwUHByMwMBAy+uUlJQ8A4larYajoyOuXbsGjUaT6/mofFEUBdeuXYOjo2O2Z+cQEdnSuXPnMGDAAMswhIkTJ6Jly5Z2rqp0suontVarRbNmzRAREWFZKlxRFERERGD8+PG5HpOWlpYjINz9bTWvrnSdTgedTpevmiRJgqenJ86dO5dtZTsq32RZxiOPPFKul1cmoqITFhaGV155BcnJyahcuTI+++wz9OhRthfJLEpW/9oYGBiIoUOHonnz5mjZsiVCQ0ORmpqK4cOHAwCGDBkCLy8vyzLg3bt3x/z589G0aVP4+fnhzJkzeP/999G9e3ebdaFrtVo8+uijvFVDFlqtlr1kRJSNWRGIPHcDV29nwM1Jj5a1qkAlW/8Ly7vvvosPP/wQANC6dWts3rwZNWvWtHW55YrVYaR///64du0apk6disTERPj6+iI8PNwyqPXixYvZPgSmTJkCSZIwZcoUXL58Ga6urujevTtmz55tu6tA1m/CXPabiIhys/dYAqZ8FYsbqfd+afV00WNa9wZ4vqGnVeeqX78+AOCdd97BBx98AI1GY9Nay6NS/2waIiKi3JgVgf3xV/H2F3/geqox130kAMtffvKhgeTGjRuoUqUKgKwhBn/88Qd8fX1tXHHZk9/Pb/ZjExFRmRMem4B6U/Zi+LojeQYRABAAZuyKg1nJ/ffy9PR0jBkzBr6+vvjnn38AZI1VZBCxLYYRIiIqU8J+v4gxG6JhUvK3f0JyBiLP3cixPT4+Hq1atcLKlSvx999/Izw83MaV0l2c90hERKXe3cGp4zYewY00U677yFDQUj4FN9zCVVRCpFIfyr+/k1+9nf3hrRs3bsTo0aORmpoKV1dXbNy4ER07dizy6yivGEaIiKhUC49NwPSv45CYkvfT4DvLv+EDzVpUlW5btl0RVTDDOATfKi3h5pQ1ASItLQ2vv/461qxZAwB45plnsHHjRnh6WjfIlazD2zRERFRqhccmYMyG6FyDiAwFbeUY7Ne8jmWahdmCCAB44gaWa0LR1zEaLWtlDU6dOnUq1qxZA0mSMG3aNHz//fcMIsWAs2mIiKhUupNhQuMZ3yK3saed5YNYpFkKjfTgjzghgAxHDzi8HQfIKty6dQtdu3bFrFmz8OyzzxZR5eVHfj+/eZuGiIhKnYErDuDQ+eRc31upnotOqmPIzwLMqUaB9fsvYsyLv0Kq/TQqVaqEAwcOcPXmYsYwQkREpUa6wYzHp+Y+q0WGgmOa4aggG/MVRI4nmdHvi3Scuq5AbrYRo2c+DQAMInbAMEJERCXW/Uu4r91/Bn9cuZPrfgFyJJZpQqHKR44QQuCTaCNeD89AhgnwcpLQ4IlGNq6crMEwQkREJVJ4bAJm7IpDQnLes2QAoKv8K5ZolubrnCmZAqN3p2NLbNb038511fj8JS9Ue/G1QtdLBccwQkREJc7eYwkYuyn6gfvokYGfNRPhJt/O122ZmEQzXtyejjM3FKgkIOQ5Hd5so4XcLxSQbfPgVioYhhEiIioxzIrA4og/sTDiTI737i5a5oHrmKxah2pyer5CyF3JGQJ/3VTg7Sxha18HtPZWA21eB57oZbsLoAJhGCEiohJh77EEvLPjD9zJNFu2yVDQWj6BCaowPCmfhlbK5xrv/xJCWAaktvdRY0sfBzxXW40qDhLQayXgO8Cm10AFwzBCRER2F7I3Div3n7O8VsOED9XL0Ut1CHIBJ7ccuWLGq1+nY2tfB9SvlnUb5sUnNFlvejRhEClBuAIrERHZ1VdHL2cLIlNVn+G0bgh6qwsWRIQQWHg4E23WpOJYkoJ3f8jMvoOjKzBmfyGrJltizwgREdmFWRGYsOkI9sZetWw7oRkCR9lk1ViQ+91MF3jl63R8eSprtkzvx9VY08Ph3g61nwOGhBWmbCoCDCNERFSsDCYF737xB76MuYK7i7U7Ig3HNSMgyyhwEDn8twkDvkjHhWQBrQr4uJMe41po7i1i9tjzwEtbbXINZFsMI0REVCzMisDELUex+1hCtu0/aSbAR/6nwCEEAH65YMKzn6fBpAB1KkvY9qIjnvS8b7pu6wlAwAcFb4CKFMMIEREVufDYBLyx5SgyTPceXKdHBk5oXilUb8hdrWqo0NJLBW9nCau6O8BZ9+8J1Y5A0AVArS1cA1SkGEaIiKhI3F3K/ZvYK/j80EXLdhkKftAEopZ8tVAh5MgVMxq7y9CqJGhUEsIHOaKi9r5ny7ywEmjCGTOlAcMIERHZXHhsAqZ/fQKJKdlnsgTIkVihCS1UCFGEwP8OGPD+T5mY6KfFxwF6AICTToIQQIamKvTBp7mqainCMEJERDYVHpuAMRtyLuXeWf4NyzQLC3Xuq6kKhuxMx7dnsxZGu5YmoAgBWcoKIn9LrqgefBoFXpyE7IJhhIiIbMZgUjBuY/YgooYJc9Ur0Ed1sFA9Ij+fN2HgjnQk3BFwUANLuugx3DdrtowQwDnFDX/23w9vBpFSh2GEiIgKzWBSELzjD+w4eiXb9mDVRoxS7ylUCDErArN/MWDGz5lQBNDAVca2vg54wk0FIQAhgGBpHDr0n4DnG3oW8krIHhhGiIioUP67lPtdK9Ufo5MqqtAzZf5OEZh3MCuIDPfVYHFnPSpos056B3q8ZRyDIa9MQNu61QrXENkNwwgRERXY7D0nsPqX89m2Zd2WWYVOqiibtFGzkoy1PR2QbhQY3CRrim6mUGGpqSeWmHvDxVGHZbWr2qQtsg+GESIisprBpCBoxx8I+89tmSDVBoxS7y3U+FGTIjBjXyba+6jhXzvrY6pvA43llsxCUy8sMveF8u/j1Wb3aggVx4mUagwjRERklZC9cVi1/xzEfdtkKNiqmYHm8ulC3Za5nKLgpbB07L9gxupoI/6cUPHeAmYAVpq6IdTcz/La19sFXRpXL3iDVCIwjBARUb6YFYGJm6Ow+3hStu095P1YoFkBVSE7J8LPmDB4ZzqupwlU1AKhz+stQcQsgHHG1xGutMp2zFN1XQvXKJUIDCNERPRABpOC4LBj+CrmCkyKgAwFLeVTcMMtzFCtQSU5vVC9IUazwPs/ZeJ/vxoAAL4eWbNlHq2aNVvmrOKGTsb5ltsy92tdh2NFygKGESIiytN/b8kEyJGYpvkc1aUbNjl/qkGg04Y0HLyUtYjZuBYazOukh16dtXbID2ZfjDS9k+uxlR01aMWBq2UCwwgREeVq9p44rP7l3pTdADkSyzWhNm3DUQPUrizjxFUz1vRwQJ8GGgBZA1W/N/tiVB5BBABCejfiwNUyImefVz4sXboUPj4+0Ov18PPzQ2RkZJ77dujQAZIk5fjq2rVrgYsmIqKitTvmiiWIyFDQWo7FXM1qSCj8SusGs0ByRlZfiyRJWN5Vj6OjK2YLIt+Zn3xgEFkyoCkXOCtDrO4Z2bp1KwIDA7FixQr4+fkhNDQUAQEBiI+Ph5ubW479w8LCYDAYLK//+ecfNGnSBC+++GLhKiciIpszKwKLIv7EwogzAIAu8iGEaNbARUqzyfnP3VQwYEca3CvI+GqAAyRJQkVt1heQFUTGG8dhj9I2z3MMafUIuvlyBk1ZIgkhxMN3u8fPzw8tWrTAkiVLAACKosDb2xsTJkxAUFDQQ48PDQ3F1KlTkZCQgAoVKuSrzZSUFLi4uCA5ORnOzs7WlEtERPmQFUJOY8XPZ5FpUgAAq9QfoaPqaKFXUL1r50kjhn+VjuRMoJIe+H1kRdStktVBf/eTaKxxIr5R/PI8h5NehePTn7dNQVTk8vv5bVXPiMFgQFRUFIKDgy3bZFmGv78/Dh06lK9zrFmzBgMGDHhgEMnMzERm5r3HTqekpFhTJhERWSE8NgGB2/5AmsFs2bZTMxm+8jmbBJFMk8Db32dicWRWL3mrGips6eOAmpXujRTIgApvGCfgW6VlnuepVkGDI+93KnxBVOJYFUauX78Os9kMd3f3bNvd3d1x6tSphx4fGRmJ2NhYrFmz5oH7hYSEYMaMGdaURkREBRAem4AxG7I/Zfc91ec2CyJnbyjo/0UaohKyelvebqPF7Gd10Kju3ZY5ojyK/sZpuU7dvevjvo3Rp7l34QuiEqlYZ9OsWbMGjRo1QsuWeSdfAAgODkZgYKDldUpKCry9+U1IRGQrBpOCdQfP48PwU1DDhCGq7+AjJaKRdNZmQUQIgT7b0vBHkoKqDhLW9dKj62Oa+94HxhknYK/SOs9zNPFyQti4dpw1U8ZZFUaqVasGlUqFpKTsq+8lJSXBw8PjgcempqZiy5YtmDlz5kPb0el00Ol01pRGRET5NHtPHD75JWvtkCDVJozU7YFKsmr4YL5IkoSV3fR478dMrOvlgBrO98aHKArwqHHDA3tDXmlTE1N7NLR5XVTyWDW1V6vVolmzZoiIiLBsUxQFERERaN0672QLANu3b0dmZiZefvnlglVKRESFNvLz37H6viAyWr0bMmwXRP78x4wdcUbLa78aavww2DFbEElR9Khj3PTAIDKyXS0GkXLE6ts0gYGBGDp0KJo3b46WLVsiNDQUqampGD58OABgyJAh8PLyQkhISLbj1qxZg169eqFqVa6WR0RkD1sjL+D7uKsAADVMGKXeDQA2my2z8ZgRo3enwyyAR6vKaOyu+vf898aHRJgbY4Qp75mXsgQsGdiUD78rZ6wOI/3798e1a9cwdepUJCYmwtfXF+Hh4ZZBrRcvXoQsZ0+78fHxOHDgAL777jvbVE1ERPmWbjCjxQff4859s2XWaUIKvXjZXWlGgde/ycCao1k9Ih18VKjmmP3kigBWm7oixDwoz/M86e2C7a+15fiQcsjqdUbsgeuMEBEVzCufRuLH+GsAslZSfVo+jBWqZdDJik16ROKumdFvezpOXFMgAZjaXov3n9ZZAoUQwD+KA1oZV8KUx++/WpWEP6YFwEGrKnxBVKIUyTojRERUerT44Htcu5O1tkcX+RAWaxZDZcNOh8//MOC1PRlIMwIeFSVs7O2AZ2vd+1jJz22Zj19sgj7NatiuKCqVGEaIiMqg4Wt/w7U7BshQsFXzPprbaLru/c7fEkgzAv61VdjwggPcK967RS8E8IdSK88g4lPVARFvPsNbMgSAYYSIqEwxKwIhe0/gpz+vo4t8AIs1y2zaG6IIAfnfVDO5nRY+lSS83Fhj2QbcfdBdI4w2Bed6jmGtH8H0no1sVxSVegwjRERlxN5jVzB201EAwFeaYDSWL9isN0QIgU+ijVgbY8SPQxzhoJGgkiUMaaL9z37ABcU1zyAy+ulaCO7SwDZFUZnBMEJEVMqZFYGJW45i97EEAECM5lW4yOk2CyK3MwVG707H5lgTAGDNUSPGt9Tm2E8IIENRo4NxYY73evtWx9y+TaBVW7W8FZUTDCNERKVYeGwC3vniGFIyTJCh4DvNJJsGkaMJZvT7Ih1nbihQScDsZ3UY20KTYz8hgHNKFTxrXJJt+7hn6iCwYz2ODaEHYhghIiplzIpA5Lkb2Hv8CtYfvggA6Cr/ioWapVDb8LbM8iNGTPo2AwYz4O0sYUtfB7TxzvmxoQhgonEcdiltLdtkAKfndGEIoXxhGCEiKkXCYxMw/es4JKZkAMC/vSGBqCNftelsmVn7DZi2LxMA0P0xNT7tqUdVx+y3WIQAkhRntDEuy7a0+8AW1RHSp6ntiqEyj2GEiKiUCI9NwJgN0QCyQshE1TZMUH9ts5VU7zfMV4NlvxvwTlstJrXSWpZ0v0sI4HuzL0aZ3rFs86tVGetfbcVxIWQ1hhEiolLAYFIw4d+ZMp3l37BEs8imT9oVQuDARTPa1cz6WHjERcbZ1yuigjZn0hECGG8chz333ZbhLBkqDIYRIqISzKwILI44jYURp6GBAXs076OBfMmmt2Rupgu88nU6vjxlwq6BDuj2WNYA1f8GkbsPD3nN+DrClVYAgEoOakRO7sjeECoUhhEiohIqPDYBk7bEIN2kYJX6Q3RUxdh8FdXDf5sw4It0XEgW0KqApDt597aYIGO88XV8q7QEACx4sQle4FLuZAMMI0REJdD940N+04yBm5xi0yCiCIH5hwwIjsiESQHqVJawta8jmlXP+bA6RQCLTT2x0PwiFMio7eqI7yd14EwZshmGESKiEuZOhskSRPZpJtg8iPyTpmDolxnYczprEbN+T6ixqpsDXPQ5b8skKk5oa1wOBTIctSqE9G6Enr5etiuGCAwjREQlyoh1v+OHk1ehhgknNEOhlYXNb83sO2/GntMm6FRA6PN6jG6myXW2TIS5CWLbr8YC14pwc9KjZa0q7A2hIsEwQkRkZ2ZF4PvYRIzdFA1AwWL1AnRTRdk8hNzVp4EGMzso6F5PDV+PnLdlsqbtNkWH6T/CnwNTqRgwjBAR2dH9D7frJu/DQs0qmz5lFwCupip487tMzOuog3vFrHDxfntdrvsKAaw2PY8a/RdwhgwVG4YRIiI7+WBXHD759RwAIFIzEq5yqs17Q34+b8LAHelIuCOQnCHw9UDHPPcVAlhl6oobbadgVOPqti2E6AEYRoiIipFZETh89h8E7/gDF29loAb+xs+adyDLsGkQMSsCs38xYMbPmVAE8Hg1GXOey703BABShB7TxBh07D8Goxt72q4QonxgGCEiKibhsQkICjuOW2lGAMBZzUs2DyEAkHhHwcth6Yg4ZwaQtbT7ks76PFdT3a20QpWXP8e8R904QJXsgmGEiKgY3D82BCi6IPJHohkBG9KQlCrgqAGWd9VjSBNtrvsaBfBb04/RvdcI2xZBZCWGESKiImJWBCLP3cB3JxLx6cHzlu1FFUQAoHZlGS56CW4VJGx70QH1q+U+W2a3uQVOtF6AoK6NbF8EkZUYRoiIikB4bAJm7IpDQnKGZZsMBac1L9s8iFxLVVDNUYIkSXDSSfhmkCM8K0pw0OR+W2aVqSu8+89DEAepUgnBeVtERDYWHpuA1zZEW4KIDAWBqm04q3sZKpVtg0j4GRMaLEvFwt8Mlm21K8u5BhGzAL6uOxsjZm1EFwYRKkHYM0JEZENmRSAo7DjuPm4uQI7EEs0iaCTFpu0YzQLv/5SJ//2aFUI2xxoxoaU21wGoQgBndfVR651f0VPNH/tU8vC7kojIhhZ+/6dltkyAHIkVmlCbt3EpWcGAHek4eClrtszY5hp8HKDPEUSEABQA85t9j7d7tLR5HUS2wjBCRGQDZkVg/KYofBObBABQw2QJIra8LbMr3ohhX2XgRrqAsw74pLsDXnxCk2M/8W/XjPLi53i7IYMIlWwMI0REhbQ75jLGb4kBkBVCZqs/wYuq/TafLXMpWUGfbekwKkAzTxlb+zqiTpXch/6lSw5w7LcKmgY9bFsEURFgGCEiKoC703bn7I3D8cspAIAg1SaMVO+2+bNl7vJ2kRHynA4XkwU+7KiDTp3ztsxpxR3VByxFxcefBeSc03qJSiKGESIiK4XHJmD613FITLk3bTdYtR6j1N/YvK0vTxlRu7KMxu5ZweLNNnk/4O684oq/+v+Mx57gcu5UujCMEBHlk1kRWPLjGSz44U/LNhkKFqoXoZsq0qa3ZTJNAu98n4lFkQbUqyrjyKgKqJjLcu7A3SDihvj++/F8QwYRKn0KtM7I0qVL4ePjA71eDz8/P0RGRj5w/1u3bmHcuHHw9PSETqfDY489hr179xaoYCIiewiPTUCbkB+yBZEAORIndMPRXW3bIHL2hoK2a1OxKDJr2m63x9TQ5nHHxSyA2JYf4ZEZfzKIUKlldc/I1q1bERgYiBUrVsDPzw+hoaEICAhAfHw83NzccuxvMBjQsWNHuLm54YsvvoCXlxcuXLiASpUq2aJ+IqIit/dYAsZuis62raim7W4/YcSIXelIyQSqOEhY10uPbo/lPlsmTVUZFaacRSOODaFSThLi7gSw/PHz80OLFi2wZMkSAICiKPD29saECRMQFBSUY/8VK1bgo48+wqlTp6DR5PwHlR8pKSlwcXFBcnIynJ2dC3QOIqKC2B1zBeO3HM22TQ0TTuhegRYmm/WIGMwCb4RnYPmRrDVK2nqrsLmPA7xdcnZgCwCKhy9UY362TeNERSS/n99W3aYxGAyIioqCv7//vRPIMvz9/XHo0KFcj/n666/RunVrjBs3Du7u7mjYsCHmzJkDs9lsTdNERMVu9p4TOYJIZ/k3ROlGQSfZLogAgEoC4v/JWqU1+Ckt9g1zzDWIKACkPmsYRKhMseo2zfXr12E2m+Hu7p5tu7u7O06dOpXrMX/99Rd+/PFHDBo0CHv37sWZM2cwduxYGI1GTJs2LddjMjMzkZmZaXmdkpJiTZlERIViVgQmbo7G7uOJ2ba/p9qAkeq9Ng0hihCQJQkqWcKGFxxw/KqCTnVy/mgWAriu9YJr8HFO2aUyp8hn0yiKAjc3N6xatQoqlQrNmjXD5cuX8dFHH+UZRkJCQjBjxoyiLo2IKIfw2AQE7TiOW+nGbNtXqT9CR9VRmwWRNKPA699kQKsClnV1AAB4OsnwdMreGyIEkClJkN++CNeKvE1NZZNVt2mqVasGlUqFpKSkbNuTkpLg4eGR6zGenp547LHHoFLdS/KPP/44EhMTYTAYcj0mODgYycnJlq9Lly5ZUyYRUYGExyZgzIboXILIhzYNIievmeH3SSrWHDVixREj4q7lfttaCOCy/jHop9+ClkGEyjCrwohWq0WzZs0QERFh2aYoCiIiItC6detcj2nbti3OnDkDRbn3xMo///wTnp6e0Gq1uR6j0+ng7Oyc7YuIqCgYTArW/PIXJu88jvGbso8PkaFgu+Z9dFTF2CyIrIsxoPnqVMReVeBeQcL3gx3RwDXnbRchAOWx51Ej+HfbNExUgll9myYwMBBDhw5F8+bN0bJlS4SGhiI1NRXDhw8HAAwZMgReXl4ICQkBALz22mtYsmQJJk6ciAkTJuD06dOYM2cOXn/9ddteCRGRlUL2xmH1L+eg5DKnsLN8EIs1S6C2UQhJNQiM3ZuBz//I6nV5rpYKG3o7wKNizt8JzZCg6rsWqka9bdM4UQlndRjp378/rl27hqlTpyIxMRG+vr4IDw+3DGq9ePEiZPnePy5vb298++23mDRpEho3bgwvLy9MnDgR7777ru2ugojISiF747By/7lc31up/hidVFE26w0RQiBgQxp+vWSGLAHT2+vwXjstVHIuDegqQ/XuWQ5SpXLF6nVG7IHrjBCRrZgVgQOnr2Hop7nf/nhPtR4j/33GjC1nzXx1yoixezOwqbcD2vvkMlsGgAQJmPoPgwiVGfn9/OazaYio3AiPTcC7O44hOd2U6/vd5F8wUv2NTULI7UyB+H8UNK+eFSx61tegYx01HDW5n1wCgH6fM4hQucQwQkTlwt2ZMnmx5a2ZmEQz+n+Rjn/SBGLGVEAN56xb13kFEegrAT0WAw16FL5xolKIYYSIyjyzIhC043ie7wepNqCTKqrQ7QghsOKIEZO+zUCmGajhLOFqqkCNvHqnnTyBXiuAWu3YI0LlGsMIEZVpZkXgne1/5Fg75C41TBhlg1VVkzMERu5Kx/a4rFtA3R5T47OeelR1zGMFBW1FYNIJhhAiMIwQURllVgSW/HgaK/f/hTRD7ouKyVBwSDMWuU1qscaRK2b0/yINf90UUMvA//x1mNRKC+lBCafXcgYRon8xjBBRmRMem4CgsOO4lZZ7b4gMBRNUYZigDrPJOiJrog3466ZATRcJW/s6wK/GA360OnsBz8/l+BCi+zCMEFGZsvfYFYz9z0qq9wuQIxGqWQwHyXZPDp8foIejRsKUp3Wo7JA93dxdO0FqORp4vDtQsw17RIj+g2GEiMqM3TFXMH7Lg4PICk1oodv57W8TVkcbsaq7HrIkwUEj4eMAfa77SrIa6Pspe0KIHoBhhIhKPbMiMHHLUew+lpDnPloYsEizCEDBFzMTQmD+IQOCIjJhUoDG7jJe99Plvi8AqX5PoN+n7AkhegiGESIq1cJjExC043ius2VkKPCT4/COajN85XOFmjHzT5qCYV9lYPefWbNlXmygxtAmuT/s0wgJmr6fAQ17FbxBonKEYYSISq0HLWQWIEciRPMJqkh3Ct3OrxdNGLgjHZdSBHQqYEGAHmOaa3LMljEL4PRjr6H+wNnsDSGyAsMIEZVKZkVgxq64XN8LkCOxXBMKWzxaZk20AaN3Z8AsgEeryNj2ogN8PbIHDSGARMUJR/seQpcm3jZolah8YRgholIp8twNJCRn5NiuhgmLNYsgwTYPumtWXQW1DPRvoMaKrg5w0v1ntowAjik+SOgfji4NPQvfIFE5xDBCRKXSS6sP59gWIEdimSYUqkKGkKQ7CtwrZq2c6uuhQsyYCqhXVc5xW0YIIEbfCo3fDUeTwq6cRlSO5bFOMRFRyeUTtMeyfgeQ1RvyP/UKrNCEFuqHmlkR+GB/JmotvIMjV+6tQ1K/mirX8SFhdWahafC3UDGIEBUKe0aIqFQwKwKH//oHgz75zbJNhoJF6oXoqvq90LdkEu8oeDksHRHnskLIzpNGNK+ecxCqEECGosJPff9AH44PIbIJhhEiKvFym77bWf4NSzQLC31LBgAi/jJhUFg6klIFHDXAsi56DPXNOW1XCCBZrgSnaefRhb0hRDbDMEJEJVpu03cnqz7HCHV4oXtDzIrAzJ8zMWu/AQJAQzcZW/s6oIFr7j0if9UagDrDVhauUSLKgWGEiEosg0nB+I3Zg8hOzbvwlS/ZZKbMllgTZu43AABGNNVgYeesZ8z8lxkAXvwMdRq+UPhGiSgHhhEiKnHMisDCH/7Eoh/PWLbJUHBSMxhaWdgkiADAwEZq7PpTjR71NHipkSbH+0IA5urNoB75PRcxIypCDCNEVGKYFYHFEVkhRLlvukwPeT8WalYUOoSYFIGFhw0Y01yLCloJsiRhS1/HXPcVApBaj4P6+TmFa5SIHophhIjs7m5PyNJ9Z2G+P4UAOKwZA3c5pdBB5FKygoE70vHrJTOOX1XwWS+HPPdVAMj91gFP9Cpco0SULwwjRGRX4bEJmLglBpkmJdt2LQw4pnkFOlkpdBDZ86cRQ77MwI10ASct0OXR3H/0CQGYZD0071/hbRmiYsQwQkR2k9eD7laqP0YnVVShQ4jRLPBeRCbmHcoapNrMU8bWvo6oUyXn0mgCgFK3IzSDvyhco0RkNYYRIrILsyIQtON4ju2r1B+ho+pooc9/KVnBi9vT8dvlrEXMXm+pxYcdddCpcyYcAUB65yJUji6FbpeIrMcwQkR2sSjidLZFzLJWU52PjqqjNpkto5aBv24qqKQH1vZwwAuP5z5bBhIgtRwFMIgQ2Q3DCBEVu11/XMHCiNOW17Z6wJ1ZEZbnxHg6ydjZ3wFezjJ8KuXxxBoJkHTOQJePCtcwERUKwwgRFTmzIhB57gYSUzKwNfICDp+7aXmvi3wASzXLCt3G2RsKBuxIw7ttdejbIKsXpO0jef+IEwCkSj7AG38Uum0iKhyGESIqUnuPJWDKV7G4kWrI8d7d8SGFvS2z/YQRI3alIyUTePeHDPSsp4Ymj24WAUCBDNU753lrhqiEYBghIpszKwKHz/6Dj787hehLyTnel6HgW83bqCsnFCqIZJgEAr/NwPIjWWNP2nirsKWPwwODiNRiJFRd5xW8USKyOYYRIrKp3TFX8NaOP5BhVHJ9v4f8C+ZrliOXSS1WOf2PGf2+SEdMYlY7QW21mPmMLu8g4lAVUtf5QMNehWuYiGyOYYSIbGbk57/j+7ireb5vq9VUE24raLYqFbcNQDVHCetfcMDzdXP+OFMEIEmA1OE9SE+/xYXMiEqoPIaYP9jSpUvh4+MDvV4PPz8/REZG5rnvZ599BkmSsn3p9foCF0xEJdPsPXEPCSKjbBJEgKyZMsN9tXi6pgoxoytYgojIvpI8Mhw8IPVbD3R4l0GEqASzumdk69atCAwMxIoVK+Dn54fQ0FAEBAQgPj4ebm5uuR7j7OyM+Ph4y2vJVo/cJKIS4U6GCat/OZfn+5+o/wd3+U6hgsip62ZU1Eqo4Zz1O9RHnXSQJUAt3zupGcBCY19cEB542b8FWnbozhBCVApYHUbmz5+PkSNHYvjw4QCAFStWYM+ePVi7di2CgoJyPUaSJHh4eBSuUiIqkUL2xmHl/tyDiBom7NYEo558uVBB5PM/DHhtTwaaearw41BHqGUJ2vvGhggBnFXc0Mk4HwpknJz5PBy0DCFEpYVVt2kMBgOioqLg7+9/7wSyDH9/fxw6dCjP4+7cuYOaNWvC29sbPXv2xIkTJx7YTmZmJlJSUrJ9EVHJk1cQkaFgoXoR/tQNQX1VwYNIqkFg+FfpGPplBtKMgEYF3PnPDGEhgFWmzvA3hkKBjJHtajGIEJUyVvWMXL9+HWazGe7u7tm2u7u749SpU7keU69ePaxduxaNGzdGcnIy5s2bhzZt2uDEiROoUaNGrseEhIRgxowZ1pRGRMUk3WDGnL1x+OvaHfx69kaO9wPkSMzTrICTlFGodmKvmtFvezpOXlcgS8D09jq8105rWWFVCOCKUgntjYtg+vdHWccGbpjctUGh2iWi4lfks2lat26N1q1bW163adMGjz/+OFauXIlZs2blekxwcDACAwMtr1NSUuDt7V3UpRLRAxhMCjqH/oyz19Py3Od5+TCWaRahMKPChBBYe9SI8d9kIMMEeFaUsKmPAzr4ZP9xZVQktDVmrdwqAVg8wBfdfL0K0TIR2YtVYaRatWpQqVRISkrKtj0pKSnfY0I0Gg2aNm2KM2fO5LmPTqeDTqezpjQiKkIPGhdyVxf5EBZrlkAu5Ph0gxlYcNiADBPQqY4K619wgFuFe3eU786YaW5cDgAY90wdBHasZ+kxIaLSx6oxI1qtFs2aNUNERIRlm6IoiIiIyNb78SBmsxnHjx+Hp6endZUSkV3M2HX8oUEkSLUJSzWLoZLEA/fLD51awrYXHTD3OR2+GeSYaxC5pTjCq1o1nJ3TBW8H1GcQISrlrL5NExgYiKFDh6J58+Zo2bIlQkNDkZqaapldM2TIEHh5eSEkJAQAMHPmTLRq1Qp169bFrVu38NFHH+HChQsYMWKEba+EiGzKYFLQeeF+nL2W+sD9OssHMVq9u8DtCCGwMsqIVIPAm22yekQbuKrQwDX3Qai3FEf82ucIvuEtGaIyw+ow0r9/f1y7dg1Tp05FYmIifH19ER4ebhnUevHiRcjyvd9kbt68iZEjRyIxMRGVK1dGs2bNcPDgQTRowEFmRCXVjF2x+PTXCw/dr5t8EIs0Swo8WyYlU2DkrnRsO2GCSgI61lGjsfu9ECIEYFaAdEmLG8IZPY0fIGrOAHRjTwhRmSIJ8d81C0uelJQUuLi4IDk5Gc7OzvYuh6hMa//hj7hwI/2h+61Uf4xOqqgCB5GoK2b0/yINZ28KqGUg5DkdAltrIUv3Zst8Z26K0aa3AQDt6lTF+pGtCtYYEdlFfj+/+WwaIgKQ9aTdZz/6ERduPnxKbrBqIzqpogrUjhACSyKNeOv7DBjMQE0XCVv6OqBVjXtLul9SKsPfuAAGaAEADatXZBAhKsMYRogIe49dwdhNR/O1rxYGjFDvKVCPiBACg8LSsTnWBADoWU+NT3s6oLLDvd6Q782+GGV6x3LMc/XdsGZYC+sbI6JSg2GEqJwyKwKR525g1f4z+Cn+er6OCZAjsUCzDKoC3pqRJAltvdX4Is6Ejzrq8Lqf1vKsqqwg8iRGmd6y7L94YFN0b1K9YI0RUanBMEJUDoXHJmD613FITMn/Kqmd5d+wTLPQ6raEEEi8I+DplDWwfWwLDTrWUeGxqvcGqpoFMME4AXuVe0sEnJ3ThVN2icoJhhGiciY8NgFjNkRbdczz8mEs0Syy+tbMjXSBYV+m48Q1M6JHVYSLXoIkSZYgIgRwRKmN/saZUP5d9qjZIxWxY2x76xoiolKNYYSoHDGYFKuDSIAciWWaRVavrHrwkgkDvkjHpRQBrQo4/LcZAXXv/cj5b29IffeK2DnuKT7kjqgcYhghKid2/XEFEzbnb5AqAKhhwiuqvXhXvcWqZ80oQuCjXw2Y/GMmzAJ4tIqMbS86wNfjXm/IbnNLTDS9jkY1KmNy4+oY2sYHWrVVC0ITURnCMEJUDrz6WSQiTl3L9/7Bqo0YVYAZM9dSFQz9MgPfnMmaLTOwoRoruznASSdBCOCOokVT4yeo6uSIZT0b4vmGfCwEETGMEJV53Rfvx/HLt/O9/0r1PHRSRRdo6u7b32fimzMm6NXAouf1GPGkBpKUFUQmGUfiS+UZTPJ/DOOfrcvBqURkwTBCVIYNXftbnkFEhoKW8im44RauohIilfoIVq0vcBABgI866vB3ioL5AXo0dldBiKzbMitNXfCbU2es6N6AvSFElAPDCFEZZDApaBvyPa6lmnJ9P0COxDTN56gu3bBsSxdq6GGyKogk3VGwOdaIN1plPeDOtYKMH4ZUyLbPXqe+aPLChzhQqwp7Q4goVwwjRGWIWRGYsCkKe2OTcrx3tyfEXz6CV1ThOd63Noj8eM6EQWHpSLwjUNVBwuAmWUu33+0NmWvui/N1h2PV8KcKfD1EVD4wjBCVEeGxCZiw6SiMSs5nXwbIkZiu+Rye9/WE/Fd+g4hZEZj5cyZm7TdAAHjCVUaz6vdmyigKUNe4CSPa1cKqrnw6NxE9HMMIURnwoIXMAuRIrNCE2qSdK7cVDApLx77zZgDAq001WNRZD0dN1iDVFEWPdqrPEfe+P9cLIaJ8YxghKuUMJgXjNuYeRGQoCNF8AiD/PR95ifjLhIE70nEtTaCCBljZzQGDGmsAZPWIrDF1xGzzcCzv35hBhIiswjBCVIo97Gm7fnIcqkh3bNKWSQGupQk0cc9axOyxqlmzZS4rzuhgXAJXl4pYztkyRFQADCNEpZBZEXh9czT2HE/Mtv2/03XbyCcK1Y5JEVD/OwMmoK4aX/Z3QKc6aujVEswAIvsdw1WjGuud9GjJ2TJEVEAMI0SlzN5jCZi09SgyzdkHquY2XTdNaAvczp4/jZgYnoHvB1dArcpZS7X3rK+BEECaIiNmyGm0fbRagc9PRHQXwwhRCWZWBCLP3cDV2xlwc9IjIi4Jn/x6Lsd+AXIklmtCczxDxlEyWN2m0SzwXkQm5h3KOnb2L5n4pIcDgKyxIReUauilWY6oOlWtPjcRUW4YRohKqPDYBMzYFYeE5IwH7idDwTTN55BQ+EGqF24pGLAjHYf/zpotM6GlFh91zFrQTAjgB7MvRprewYr+jXhLhohshmGEqAQKj03AaxuikXPFkOxkKBimCs92a6agvjplxLCv0nErA3DRAWt7OqD34/dmy6w2dcHaCq9iRY8nOEiViGyKYYSohDErAjN2xeUZRGQo8JPj8LLqe7STj8NZenDPSX7sPGlE723pAIAW1WVs7etoGSdiBhBWawYatRuMXzlIlYiKAMMIUQkTee5GnrdmAuRIhGhWo4qUatM2uzyqRjNPGe1rqhHir4NWJd0LQ30/w4sNX7Bpe0RE92MYISphdh+7nOv2zvJvWKZZaLN2Iv4yob2PCmpZgk4t4cArFaBX3+v1kNR6oPdqqBr0sFmbRES5YRghKkHa/S8Cl27e6xW593C73zFc9W2hB6gCQIZJ4K3vMrD0dyOmtNNi1rN6ALAEEQEJ0tNvAx2CAJkrqRJR0WMYISoBDCYFDaeFw3Df2iG5rRtSWKf/MaP/F+k4mqgAyFpVVQgBScp6tkxCdX9UH7mNIYSIihXDCJGdzdp9AmsOnM+2La91QwpjS6wRo3al47YBqOYo4fNeenR+9N/ZMgCSPDug+ugdNmyRiCh/GEaI7KjHkl9w7O+UbNu0MOBDzUqbrBsCAOlGgTfCM7Aq2ggAaPeICpv7OMDLOWu2jACgPPY8PF7aWvjGiIgKgGGEyE4+2BWXI4gEqTZglHovbDl79kKygvXHjJAATG6nxbQOOqjlrNsykACpzxqoGvW1XYNERFZiGCEqJvcv7V7FQZttWXcZCrZoZqKF/KdNekPuV7+aCmt7OqCqg4SOde79k1ckQNVvPcDZMkRkZwwjRMXgQUu7Py8fxoeaFXAuwHNkcpNqyLotM8xXg7aPZP0TH9BQY3lfAFBavw5Vx+kcqEpEJYJckIOWLl0KHx8f6PV6+Pn5ITIyMl/HbdmyBZIkoVevXgVplqhUuru0e25BJEi1Acs1i2wWRE5cNaPlJ6n45KgRg8LSs83OuUt6cR1UAbMYRIioxLA6jGzduhWBgYGYNm0aoqOj0aRJEwQEBODq1asPPO78+fN466230K5duwIXS1SamBWBX89cx7tfHMt1afdg1UaMVu+1yW0ZIQTWHjWgxepUxF1T4FFRwme9HKBV/efk/dYDT/QqfINERDYkCSEe9iyubPz8/NCiRQssWbIEAKAoCry9vTFhwgQEBQXleozZbMbTTz+NV155Bb/88gtu3bqFL7/8Mt9tpqSkwMXFBcnJyXB2dramXKJil5xmRO9lB/DXP2nI61/X8/JhLNcsskkQuWMQeG1PBjYcy5ot06mOCutfcIBbhft+15A1wJQk9oYQUbHK7+e3VWNGDAYDoqKiEBwcbNkmyzL8/f1x6NChPI+bOXMm3Nzc8Oqrr+KXX36xpkmiUqX9Rz/iwj/pub53dzVVd9zATM1amwSRa6kKnvo0DX/+o0CWgFnP6BD0lBby/Sd3fgQIPF74xoiIiohVYeT69eswm81wd3fPtt3d3R2nTp3K9ZgDBw5gzZo1iImJyXc7mZmZyMzMtLxOSUl5wN5E9mdWBFrN+R7X7hhzff95+TA+0HyKatJtm7ZbzVFCQzcZqQaBzX0c0K7mf/5Je/gCY362aZtERLZWpLNpbt++jcGDB2P16tWoVq1avo8LCQnBjBkzirAyItvZ9ccVTNp6FCYl53syFCxQL0UP1SGbTdlNycy69+OskyBJEtb0cIBJEajm+J8hYK3GAc/PsU2jRERFyKowUq1aNahUKiQlJWXbnpSUBA8Pjxz7nz17FufPn0f37t0t2xQl6ye2Wq1GfHw86tSpk+O44OBgBAYGWl6npKTA29vbmlKJipzBpKBL6D6cuZ77bZkAORIhmtWoIqXarM3ohKxnyzzpKWNLHwdIkoRKegm4f+H4R9oAQ74C1FqbtUtEVJSsCiNarRbNmjVDRESEZXquoiiIiIjA+PHjc+xfv359HD+e/V71lClTcPv2bSxcuDDPgKHT6aDT6awpjahYzd4Th9W/nMvzfVs/W0YIgaW/G/HmdxkwmAGDWeBqqoB7xf+00OZ1oNMsG7VKRFQ8rL5NExgYiKFDh6J58+Zo2bIlQkNDkZqaiuHDhwMAhgwZAi8vL4SEhECv16Nhw4bZjq9UqRIA5NhOVFqMWPc7fjiZ91R2NUyYp1lhs2fL3MoQePXrdISdNAEAetRT49OeDqjicN/J9ZWBt/5kbwgRlUpWh5H+/fvj2rVrmDp1KhITE+Hr64vw8HDLoNaLFy9Clgu0lhpRiWZWBCZsisoziMhQMF4VhgnqL6GRchlAUgCRl83o/0Uazt8S0MjARx11eN1PC+n+lNNiNND1Q5u0R0RkD1avM2IPXGeE7C08NgHv7jiG5HRTru93ln/DfM1yONhoJVUAMJoFHltyB+dvCdSqJGFrX0e08PrPOiF+o4HODCJEVDIVyTojROVReGwCxmyIzvP9INUmjFbvtvkD7jQqCZ/1dMCyIwas7Obw70DV+1R/kkGEiMoEhhGiBzCYFLy57Y883+8sH8Ro9W6btXfokgkJdwR6P571YLv2Pmq098nlnymn7RJRGcIwQpSLdIMZo9cfwS+nr+f6XBkA6Cr/iiWapTbpEVGEwLyDBrwXkQm9GnjCVUa9arks3V7zKWDwTg5UJaIyhWGE6D9e/ew3RJy6/sB9Vqk/QkfVUZsEketpCobszMA3Z7LGo3Svp4an038GgWucgXfPMoQQUZnEMEL0L7Mi0HrO97iax5LuQNa03Z81E1FdvmmTIPKL5hkM/OQ7XL5pgl4NLHxej5FParLPlnF0A945XfjGiIhKKIYRImQt6f7G1qMwP2BG7nuq9Rip/sZmA1VDDqsw5ftdUBQF9WpUxbZuBjR2/8/J/V4DOs+1TYNERCUUwwiVeyM//x3fx+W9iJkMBd9q3kJdOdEmQUSIrMXQkr06QFF2YvDgwVi2bBkq6rXA76uBm+eByj5Ai5G8LUNE5QLDCJVrs3afeGAQCZAjsUizEDrJNsvxmBQBlSwBbV7HrGemonWPvejRo8e92zKtx9mkHSKi0oRhhMqt3TFXsObA+Vzfk6FggmoH3lDvtElbZkVg1v5MfHNWwddbPod724HQAOjZs6dNzk9EVJoxjFC5FB6bgPFbjub6nq1XU024reClHenYd8EMAPj5sgr9bHJmIqKygWGEyh2zIvD6lpgc22UoWKBegh6qwzYbpPrdWRNeDkvHtTQBSaPH52tXo18/RhEiovsxjFC5YlYEOi3YB4Mp+7SZADkSIZrVqCKl2qQdkyIw7adMhBwwQABo8EQj7PhiG+rXr2+T8xMRlSUMI1QumBWBxRF/IjTiTI73AuRIrNCE2rS9Cd9kYMWRrPVKRo8ejQULFsDBwcGmbRARlRUMI1Tmhccm4I0tR5FhyjkjRg0T5mlWAIDNpu0CwHMjZ2BXwlLMmzcPAwYMKPyJiYjKMPnhuxCVXnefuJtbEOksH8Rx3TA4SRmFDiJGs8D3Z00wQoUQp2D0HRWMs2fPMogQEeUDe0aozDIrAmM2ROf63mr1/+Cv+sMmvSEXbikYuCMdh/82o9W4mTg4400AgE6nK/zJiYjKAYYRKrM6fBiRY5sMBVGakagkp9skiHwdb8SwL9NxMwNwcXFBcMBjhT8pEVE5wzBCZY5ZEei99BdcupVp2XZ3EbOJ6p2QbRBCDGaBoB8yseBw1lokLVq0wNatW1GrVq3Cn5yIqJxhGKEy5evov/H6tj+ybQuQI7FQswR6yWSTNs7dVND/izT8fiVrevCkSZMwd+5caLV8jgwRUUEwjFCZ0XnBTziZlJZtW1FM2/35ggm/X1FQuXJlfPbZZ+jRo4dNz09EVN4wjFCZUDtoD5T/bNPCgEWaRQBsM20XABQB9GvljSsthuDlwUPwyCOP2ObERETlGKf2UqlmVgRq5RJEglXrEa8bBp2kFDqInLmhoOeWNFxLUyBJEhx7zMN7k6cwiBAR2Qh7RqjUCo9NwGsbovHfFUS+1ExGE/mcTXpDtsQaMWpXOm4bgLd+UmHdus+BBrwtQ0RkSwwjVCrtPXYFYzflfOruJ+oQmwSRdKPAG+EZWBWdtaR7uxaNMWfHLsCbvSFERLbG2zRU6uyOyR5EZChoK8cgXjsIz6mOFzqIxF83o9WaVKyKNkKSJEyePBk/HoyCF4MIEVGRYM8IlSqz98Rh9S/nLK87y78hVLMUOhtN29133oRum9KQagTc3NywYcMGdOzY0SbnJiKi3DGMUKnx3yASpNqE0erdNpspIwSgVKuNCq630LLeo9i4cSM8PT1tc3IiIsoTwwiVCl8e+fs/PSIHMVq92ybnvpSswMtJwkm5DgzD9iJyggE1atSASqWyyfmJiOjBGEaoxBux7nf8cPKq5XU3+Rcs0iwvdI+IEAKfxRgxbm8GPhjgi4nrovGELdaKJyIiqzCMUIk2Yl0kfjh5zfLaVtN27xgExu7JwPpjWbNl9t+uiUnMIUREdsHZNFRi7Yy+XCRB5FiSGc1XpWL9MSNkWcbs2bMRFhYGyVaDT4iIyCrsGaESKWRvHFbuzxojooYJ6zQfFDqICCGwOtqIieEZyDABXl5e2Lx5M9q1a2ejqomIqCAK1DOydOlS+Pj4QK/Xw8/PD5GRkXnuGxYWhubNm6NSpUqoUKECfH19sX79+gIXTGXf7pjLWLn/HGQoWKRehNO6IWir+rPQPSInril4bU9WEOnSpQtiYmIYRIiISgCre0a2bt2KwMBArFixAn5+fggNDUVAQADi4+Ph5uaWY/8qVapg8uTJqF+/PrRaLXbv3o3hw4fDzc0NAQEBNrkIKju+jr6M17fFIECORKhmCRxstH4IADzh6YiZ43tC6+2LN998E7LMu5RERCWBJIT476M9HsjPzw8tWrTAkiVLAACKosDb2xsTJkxAUFBQvs7x5JNPomvXrpg1a1a+9k9JSYGLiwuSk5Ph7OxsTblUirz6WSQiTl1DgByJFZpQAIV72q4QAiuOGNGhlgqend9Bpc6TAZnTdYmIikt+P7+t+tXQYDAgKioK/v7+904gy/D398ehQ4ceerwQAhEREYiPj8fTTz+d536ZmZlISUnJ9kVlW7dFvyDi1DWoYcISGwSRWxkC/banY+zeDPhud4P+uXcYRIiISiirwsj169dhNpvh7u6ebbu7uzsSExPzPC45ORkVK1aEVqtF165dsXjx4gcusR0SEgIXFxfLl7e3tzVlUinTddF+xF5JQRf5EOJ1Q6CRChdEfr9sxpMr7+CLkyZAVuPD9yZCp9PZrmAiIrKpYplN4+TkhJiYGNy5cwcREREIDAxE7dq10aFDh1z3Dw4ORmBgoOV1SkoKA0kZ1XXhfpxMSMZ2zXQ0l88U+rbMwt8MeOf7TBgVwLumD3Zs34YWLVrYrmAiIrI5q8JItWrVoFKpkJSUlG17UlISPDw88jxOlmXUrVsXAODr64uTJ08iJCQkzzCi0+n4m2w50DbkBzS+vR9f6RZCXciZMrczBQbvTMdX8VkDXvv06YNPPvkElSpVKnyhRERUpKy6TaPVatGsWTNERERYtimKgoiICLRu3Trf51EUBZmZmdY0TWVMw6nfYPCdNVimKXwQAQCdCkhKFYBKjaVLl2L79u0MIkREpYTVt2kCAwMxdOhQNG/eHC1btkRoaChSU1MxfPhwAMCQIUPg5eWFkJAQAFnjP5o3b446deogMzMTe/fuxfr167F8+XLbXgmVGm3mfI+J5k8xQv1toW7LKEJAEYBKkrBPegLzd30GvUhD06ZNbVcsEREVOavDSP/+/XHt2jVMnToViYmJ8PX1RXh4uGVQ68WLF7Ot35CamoqxY8fi77//hoODA+rXr48NGzagf//+trsKKjXazf0By9LfRBP1hUIFketpCoZ9mYH61WRMC12HTi0H2K5IIiIqVlavM2IPXGekbOix+BesvvoS3OSUQgWRXy6YMHBHOi7fFlBrNDh/7hy8vLxsVygREdlEkawzQlRQdzJMGJ80pVBBRBECc37JxDPr0nD5toC2iheijhxhECEiKuX4oDwqUmZFIPLcDczYfADfqGIKHESupioYHJaO7/4yAwCqN++E+J92oGLFijasloiI7IFhhIpMeGwCZuyKw+g78/GN+kCBg4hJEWj3aRr+/EeBSq1Gi0Hv4OCnH0Aq7JPziIioRGAYoSKx648rmLD5KM5qXoKsLtyKqipJwmvt3PDOAS2q9QzCiKEBDCJERGUIwwjZ3LQvj2Hz4bM4qxkGWS5YEEm8o+BSskDz6ip8b/ZFaL134FnXCJVag8GtfWxeMxER2Q/DCNlUs1nfYkHmZEzXnS5wb8gPf5kwKCwdsgS8+UpPLHEYAQCQVBqMbFcLWjXHXRMRlSUMI2QzzWd9h0hDP8iqgvWGmBSB6fsyMecXAwSAqm5uWJDRFRqHrPdHP10LwV0a2LRmIiKyP4YRsom3t/+B3wwvFvi2zOUUBS+FpWP/hazZMk6+z8Px2ZGQNTpIAOI/6MweESKiMophhAqtQfBOHFcXfHxI+BkTBu9Mx/U0ASctoAt4GxUatAcAqGXgzJyuNq6YiIhKEoYRKjCzIhAxtT1OaP8o1GyZjceMuJ4mUNujAjJ6LICmcnUAwP63nsEj1RxtVC0REZVUDCNUIHuPXUGb7Y+jYwHHh9xvaRc9blWqj2MtZ0Kj1gAAzs9lbwgRUXnBMEJWm/b1cUz9/akC35bZFW9E2CkT1nTX447Q4kmsgamNGndPxSBCRFS+MIyQVTrN+grfGIYUKIgYzAJBP2RiwWEDAED29kVEg2nZ9mEQISIqfxhGKN/Ov/8YvpWTIKmsP/bcTQUDdqQh8rICAGjcoiV+qBeM+/MMgwgRUfnEMEL5cnF6HdSUrxfo2LCTRrzyVTqSM4HKeqBFt/6IrzPYEkQaeTlg14RnbVcsERGVKgwj9FBp013hLQwFGh/ywf5MvP9TJgDgcS8n3O6+APEuHpb3lwzwRTdfL1uVSkREpRDDCD2QeboLHETBZ8w8V0uFmT8DFVq8gNR2Q6FSZX3LLXihIXq0eAQqmQ+8IyIq7xhGKE/p0z2gL0AQuXBLQc1KMoQAPKu7w23U+1C7uFne79jADS/41bRxtUREVFpxfW3K1d8hzaEX6VYFkXSjwGu701F/6R0cSzRjtel5dDAuzhFEVg9pUQQVExFRacWeEcrh7PrXUTvDuqfuxl83o98X6TiWpEAC8Nxfg1ChUg8AQMPqzvD1roTJXRvAQVuAqThERFSmMYxQNmZDJnzOrrMqiGw8ZsTo3elINQLOjjrou02BQ62mAIAVLz+J5xt6FlG1RERUFjCMUDYXv12EWvncN80o8Po3GVhz1AgAcHikIZy6vwN1xSrQqCQsHtiUQYSIiB6KYYSyUW78le9910QbseaoERKAJ59qD9Ozb6NGVWcEdqyH9vVcOVOGiIjyhWGEsrmqro46+dx3bAsNDv1twu3GA9HqpSBM7tqgSGsjIqKyibNpKJvEeoNgFhKEyPneHYPAtJ8ykGESUASw2twZh7uGMYgQEVGhsGeEsvGo7ILVpq4Yrd4Ncd8aI8eTsmbLnLqu4K80B/z63HpoVCoseckXXRpXt2/RRERUqjGMUDYta1XBpAqvAKnASPUeyELBJ9FGvB6egQwTUKmiA75/LBhVtWocnRoArZqda0REVDj8JKFsVLKE6T0aYK75JTyasgJNvvDAqN1ZQcSx9pOoOPwT6L0b4uN+vgwiRERkE+wZoRyeb+iJ4FYV8Pqro2C4cQWQZFRqPxTOLV9A5Qo6zO3diFN2iYjIZhhGKFfPN62FCiIdlTy98OLb8+DTwBeta1dDqzpVOWWXiIhsimGELAwGA7RaLQCgZs2a2L17N+rXr48qVarYuTIiIirLeNOfAABHjhxBgwYNsGfPHsu2Nm3aMIgQEVGRK1AYWbp0KXx8fKDX6+Hn54fIyMg89129ejXatWuHypUro3LlyvD393/g/lS8hBBYuHAh2rRpg7Nnz2L69OkQuS0yQkREVESsDiNbt25FYGAgpk2bhujoaDRp0gQBAQG4evVqrvvv27cPAwcOxE8//YRDhw7B29sbnTp1wuXLlwtdPBXOzZs30bt3b7zxxhswGo3o3bs3vv/+e0jWPCWPiIiokCRh5a/Bfn5+aNGiBZYsWQIAUBQF3t7emDBhAoKCgh56vNlsRuXKlbFkyRIMGTIkX22mpKTAxcUFycnJcHZ2tqZcysPhw4cxYMAAXLhwAVqtFvPnz8fYsWMZRIiIyGby+/lt1QBWg8GAqKgoBAcHW7bJsgx/f38cOnQoX+dIS0uD0Wh84FiEzMxMZGZmWl6npKRYUyY9RHx8PNq1aweTyYQ6depg27ZtePLJJ+1dFhERlVNW3aa5fv06zGYz3N3ds213d3dHYmJivs7x7rvvonr16vD3989zn5CQELi4uFi+vL29rSmTHqJevXoYNmwY+vfvj+joaAYRIiKyq2KdTTN37lxs2bIFO3fuhF6vz3O/4OBgJCcnW74uXbpUjFWWTb/++mu2cT3Lli3D5s2beduLiIjszqowUq1aNahUKiQlJWXbnpSUBA8PjwceO2/ePMydOxffffcdGjdu/MB9dTodnJ2ds31RwSiKgpCQELRv3x6DBw+GoigAAI1Gw/EhRERUIlgVRrRaLZo1a4aIiAjLNkVREBERgdatW+d53IcffohZs2YhPDwczZs3L3i1ZJWrV6+iS5cueO+992A2m+Hq6pptLA4REVFJYPUKrIGBgRg6dCiaN2+Oli1bIjQ0FKmpqRg+fDgAYMiQIfDy8kJISAgA4H//+x+mTp2KTZs2wcfHxzK2pGLFiqhYsaINL4Xu9/PPP2PgwIFISEiAg4MDlixZguHDh7M3hIiIShyrw0j//v1x7do1TJ06FYmJifD19UV4eLhlUOvFixchy/c6XJYvXw6DwYC+fftmO8+0adMwffr0wlVPOZjNZsyePRszZsyAoiho0KABtm3bhieeeMLepREREeXK6nVG7IHrjOTfnTt30LRpU5w5cwbDhw/H4sWLUaFCBXuXRURE5VCRrDNCJV/FihWxbds2xMbGYvDgwfYuh4iI6KEYRko5k8mEGTNmwN3dHePHjwcANG3aFE2bNrVzZURERPnDMFKKXb58GS+99BL2798PjUaD7t27o2bNmvYui4iIyCrFuugZ2U54eDh8fX2xf/9+VKxYEZ9//jmDCBERlUoMI6WM0WhEUFAQOnfujOvXr6Np06aIjo7GgAED7F0aERFRgfA2TSmiKAo6duyIn3/+GQAwbtw4zJs374FL6xMREZV07BkpRWRZRpcuXeDs7Izt27djyZIlDCJERFTqcZ2REs5gMCApKcny5GJFUZCQkAAvLy87V0ZERPRg+f38Zs9ICXbu3Dm0a9cOAQEBSE1NBZDVO8IgQkREZQnDSAm1c+dONG3aFJGRkUhISEBcXJy9SyIiIioSDCMlTGZmJl5//XX07t0bycnJaNWqFWJiYtCiRQt7l0ZERFQkGEZKkLNnz6Jt27ZYvHgxAODtt9/G/v37uX4IERGVaZzaW4K8+eabiIqKQtWqVbFu3Tp07drV3iUREREVOYaREmTZsmWQZRmLFi1CjRo17F0OERFRseBtGjuKj4/HvHnzLK+rV6+OsLAwBhEiIipX2DNiJxs3bsTo0aORmpqK2rVro3fv3vYuiYiIyC7YM1LM0tLSMGLECLz88stITU1Fhw4d0KpVK3uXRUREZDcMI8Xo5MmT8PPzw5o1ayBJEqZNm4YffvgB1atXt3dpREREdsPbNMVk8+bNGDFiBNLS0uDh4YGNGzfi2WeftXdZREREdseekWLi4OCAtLQ0+Pv7IyYmhkGEiIjoX+wZKUKZmZnQ6XQAgF69euHbb7/Fc889B5VKZefKiIiISg72jBQBIQRWr16NRx99FH///bdle6dOnRhEiIiI/oNhxMZu376NQYMGYdSoUbh06RKWL19u75KIiIhKNN6msaGYmBj069cPp0+fhkqlwpw5c/DWW2/ZuywiIqISjWHEBoQQWLFiBSZNmoTMzEx4e3tjy5YtaNOmjb1LIyIiKvF4m8YGVq1ahbFjxyIzMxPdu3fH0aNHGUSIiIjyiWHEBgYPHoymTZti/vz5+Oqrr1C1alV7l0RERFRq8DZNAQghEBYWhhdeeAGyLMPR0RGRkZFQq/m/k4iIyFrsGbHSzZs30bt3b/Tt2xf/+9//LNsZRIiIiAqGn6BW+O2339C/f39cuHABWq0Wzs7O9i6JiIio1GPPSD4IIfDxxx/jqaeewoULF1CnTh0cPHgQ48aNs3dpREREpV6BwsjSpUvh4+MDvV4PPz8/REZG5rnviRMn0KdPH/j4+ECSJISGhha0Vrv4559/0KNHD7z11lswmUzo168foqKi0KxZM3uXRkREVCZYHUa2bt2KwMBATJs2DdHR0WjSpAkCAgJw9erVXPdPS0tD7dq1MXfuXHh4eBS64OJ28eJFfPfdd9DpdFixYgW2bNkCFxcXe5dFRERUZkhCCGHNAX5+fmjRogWWLFkCAFAUBd7e3pgwYQKCgoIeeKyPjw/eeOMNvPHGG1YVmZKSAhcXFyQnJ9tlnMamTZvwxBNPoEmTJsXeNhERUWmV389vq3pGDAYDoqKi4O/vf+8Esgx/f38cOnSo4NX+R2ZmJlJSUrJ9FZerV6+iZ8+eOHLkiGXbSy+9xCBCRERURKwKI9evX4fZbIa7u3u27e7u7khMTLRZUSEhIXBxcbF8eXt72+zcD/Lzzz/D19cXX3/9NYYPHw5FUYqlXSIiovKsRM6mCQ4ORnJysuXr0qVLRdqe2WzGzJkz8eyzzyIhIQGPP/44Nm/eDFkukf97iIiIyhSr1hmpVq0aVCoVkpKSsm1PSkqy6eBUnU4HnU5ns/M9SGJiIgYNGoQff/wRADBs2DAsWbIEFSpUKJb2iYiIyjurfvXXarVo1qwZIiIiLNsURUFERARat25t8+KK2rlz5+Dr64sff/wRjo6OWLduHT799FMGESIiomJk9QqsgYGBGDp0KJo3b46WLVsiNDQUqampGD58OABgyJAh8PLyQkhICICsQa9xcXGWP1++fBkxMTGoWLEi6tata8NLsV7NmjXx5JNP4tKlS9i+fTvq169v13qIiIjKI6vDSP/+/XHt2jVMnToViYmJ8PX1RXh4uGVQ68WLF7ONtbhy5QqaNm1qeT1v3jzMmzcP7du3x759+wp/BYUgyzI2btwInU4HR0dHu9ZCRERUXlm9zog92HudESIiIrJekawzQkRERGRrDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXansXkB93HyyckpJi50qIiIgov+5+bt/9HM9LqQgjt2/fBgB4e3vbuRIiIiKy1u3bt+Hi4pLn+5J4WFwpARRFwZUrV+Dk5ARJkoq8vZSUFHh7e+PSpUtwdnYu8vbsgddYNvAaywZeY9lRHq7TmmsUQuD27duoXr06ZDnvkSGlomdElmXUqFGj2Nt1dnYus99Md/EaywZeY9nAayw7ysN15vcaH9QjchcHsBIREZFdMYwQERGRXTGM5EKn02HatGnQ6XT2LqXI8BrLBl5j2cBrLDvKw3UWxTWWigGsREREVHaxZ4SIiIjsimGEiIiI7IphhIiIiOyKYYSIiIjsqtyGkaVLl8LHxwd6vR5+fn6IjIzMc98TJ06gT58+8PHxgSRJCA0NLb5CC8Gaa1y9ejXatWuHypUro3LlyvD393/g/iWFNdcYFhaG5s2bo1KlSqhQoQJ8fX2xfv36Yqy2YKy5xvtt2bIFkiShV69eRVugDVhzjZ999hkkScr2pdfri7HagrH27/HWrVsYN24cPD09odPp8Nhjj2Hv3r3FVG3BWHONHTp0yPH3KEkSunbtWowVW8/av8fQ0FDUq1cPDg4O8Pb2xqRJk5CRkVFM1RaMNddoNBoxc+ZM1KlTB3q9Hk2aNEF4eLj1jYpyaMuWLUKr1Yq1a9eKEydOiJEjR4pKlSqJpKSkXPePjIwUb731lti8ebPw8PAQCxYsKN6CC8Daa3zppZfE0qVLxdGjR8XJkyfFsGHDhIuLi/j777+LufL8s/Yaf/rpJxEWFibi4uLEmTNnRGhoqFCpVCI8PLyYK88/a6/xrnPnzgkvLy/Rrl070bNnz+IptoCsvcZPP/1UODs7i4SEBMtXYmJiMVdtHWuvMTMzUzRv3lx06dJFHDhwQJw7d07s27dPxMTEFHPl+WftNf7zzz/Z/g5jY2OFSqUSn376afEWbgVrr3Hjxo1Cp9OJjRs3inPnzolvv/1WeHp6ikmTJhVz5fln7TW+8847onr16mLPnj3i7NmzYtmyZUKv14vo6Gir2i2XYaRly5Zi3Lhxltdms1lUr15dhISEPPTYmjVrloowUphrFEIIk8kknJycxLp164qqxEIr7DUKIUTTpk3FlClTiqI8myjINZpMJtGmTRvxySefiKFDh5b4MGLtNX766afCxcWlmKqzDWuvcfny5aJ27drCYDAUV4mFVth/jwsWLBBOTk7izp07RVVioVl7jePGjRPPPvtstm2BgYGibdu2RVpnYVh7jZ6enmLJkiXZtvXu3VsMGjTIqnbL3W0ag8GAqKgo+Pv7W7bJsgx/f38cOnTIjpXZji2uMS0tDUajEVWqVCmqMgulsNcohEBERATi4+Px9NNPF2WpBVbQa5w5cybc3Nzw6quvFkeZhVLQa7xz5w5q1qwJb29v9OzZEydOnCiOcgukINf49ddfo3Xr1hg3bhzc3d3RsGFDzJkzB2azubjKtootfuasWbMGAwYMQIUKFYqqzEIpyDW2adMGUVFRltscf/31F/bu3YsuXboUS83WKsg1ZmZm5rhN6uDggAMHDljVdql4UJ4tXb9+HWazGe7u7tm2u7u749SpU3aqyrZscY3vvvsuqlevnu2bsiQp6DUmJyfDy8sLmZmZUKlUWLZsGTp27FjU5RZIQa7xwIEDWLNmDWJiYoqhwsIryDXWq1cPa9euRePGjZGcnIx58+ahTZs2OHHihF0eqPkwBbnGv/76Cz/++CMGDRqEvXv34syZMxg7diyMRiOmTZtWHGVbpbA/cyIjIxEbG4s1a9YUVYmFVpBrfOmll3D9+nU89dRTEELAZDJhzJgxeO+994qjZKsV5BoDAgIwf/58PP3006hTpw4iIiIQFhZmdXAudz0j9HBz587Fli1bsHPnzlIxMNAaTk5OiImJwe+//47Zs2cjMDAQ+/bts3dZNnH79m0MHjwYq1evRrVq1exdTpFp3bo1hgwZAl9fX7Rv3x5hYWFwdXXFypUr7V2azSiKAjc3N6xatQrNmjVD//79MXnyZKxYscLepRWJNWvWoFGjRmjZsqW9S7Gpffv2Yc6cOVi2bBmio6MRFhaGPXv2YNasWfYuzWYWLlyIRx99FPXr14dWq8X48eMxfPhwyLJ18aLc9YxUq1YNKpUKSUlJ2bYnJSXBw8PDTlXZVmGucd68eZg7dy5++OEHNG7cuCjLLJSCXqMsy6hbty4AwNfXFydPnkRISAg6dOhQlOUWiLXXePbsWZw/fx7du3e3bFMUBQCgVqsRHx+POnXqFG3RVrLFv0eNRoOmTZvizJkzRVFioRXkGj09PaHRaKBSqSzbHn/8cSQmJsJgMECr1RZpzdYqzN9jamoqtmzZgpkzZxZliYVWkGt8//33MXjwYIwYMQIA0KhRI6SmpmLUqFGYPHmy1R/YRa0g1+jq6oovv/wSGRkZ+Oeff1C9enUEBQWhdu3aVrVdsv5PFAOtVotmzZohIiLCsk1RFERERKB169Z2rMx2CnqNH374IWbNmoXw8HA0b968OEotMFv9PSqKgszMzKIosdCsvcb69evj+PHjiImJsXz16NEDzzzzDGJiYuDt7V2c5eeLLf4ezWYzjh8/Dk9Pz6Iqs1AKco1t27bFmTNnLGESAP788094enqWuCACFO7vcfv27cjMzMTLL79c1GUWSkGuMS0tLUfguBswRQl8LFxh/h71ej28vLxgMpmwY8cO9OzZ07rGrRxoWyZs2bJF6HQ68dlnn4m4uDgxatQoUalSJcv0wMGDB4ugoCDL/pmZmeLo0aPi6NGjwtPTU7z11lvi6NGj4vTp0/a6hIey9hrnzp0rtFqt+OKLL7JNt7t9+7a9LuGhrL3GOXPmiO+++06cPXtWxMXFiXnz5gm1Wi1Wr15tr0t4KGuv8b9Kw2waa69xxowZ4ttvvxVnz54VUVFRYsCAAUKv14sTJ07Y6xIeytprvHjxonBychLjx48X8fHxYvfu3cLNzU188MEH9rqEhyro9+pTTz0l+vfvX9zlFoi11zht2jTh5OQkNm/eLP766y/x3XffiTp16oh+/frZ6xIeytprPHz4sNixY4c4e/as2L9/v3j22WdFrVq1xM2bN61qt1yGESGEWLx4sXjkkUeEVqsVLVu2FIcPH7a81759ezF06FDL63PnzgkAOb7at29f/IVbwZprrFmzZq7XOG3atOIv3ArWXOPkyZNF3bp1hV6vF5UrVxatW7cWW7ZssUPV1rHmGv+rNIQRIay7xjfeeMOyr7u7u+jSpYvVaxrYg7V/jwcPHhR+fn5Cp9OJ2rVri9mzZwuTyVTMVVvH2ms8deqUACC+++67Yq604Ky5RqPRKKZPny7q1Kkj9Hq98Pb2FmPHjrX6g7q4WXON+/btE48//rjQ6XSiatWqYvDgweLy5ctWtykJUQL7ioiIiKjcKHdjRoiIiKhkYRghIiIiu2IYISIiIrtiGCEiIiK7YhghIiIiu2IYISIiIrtiGCEiIiK7YhghIiIiu2IYISIiIrtiGCEiIiK7YhghIiIiu2IYISIiIrv6PzPmaosCSWKuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting 2020 Trump district lean by home county\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "popHDlist = list()\n",
    "if isBAF:\n",
    "    nVTDs = 8941\n",
    "    HDfile = \"OhioHouse29Sep23_BAF\"\n",
    "    BAFfile = \"./state_map_files/Ohio_legisl_proposals/\"+ HDfile + \".csv\"\n",
    "    BAFdf = pd.read_csv(BAFfile)\n",
    "    colNames = list(BAFdf.columns.values)\n",
    "    dNo = list()\n",
    "    for b in range(len(BAFdf)):\n",
    "        d = BAFdf[str(colNames[1])][b]\n",
    "        if math.isnan(d):\n",
    "            raise Exception(\"found a NaN for block no\",b)\n",
    "        dNo.append( int( BAFdf[str(colNames[1])][b] ) - 1 )  #e.g. all in district 1 are now in district \"0\"\n",
    "    BAFdf[\"ID\"] = dNo.copy()\n",
    "    nHDs = np.max(BAFdf[\"ID\"]) + 1\n",
    "    popHDlist = [h for h in range(nHDs)]\n",
    "    print(\"there are\",nHDs,\"districts in this map, now assigning blocks to districts ...\")\n",
    "    mergedBAF = pd.merge(vote2020df, BAFdf, on=\"GEOID20\")\n",
    "    geoid, idx = mergedBAF['GEOID20'], mergedBAF['idx']  #again, protecting for dropped rows\n",
    "    HDvtdList = [list() for h in range(nHDs)]\n",
    "    for b in range( len(mergedBAF) ):  #block allocation ..\n",
    "        HDvtdList[mergedBAF[\"ID\"][b]].append(idx[b])  #creating the block (\"unit\") list for each district\n",
    "    hasPartials = False\n",
    "    HDwt = [1. / float(nHDs) for h in range(nHDs) ]\n",
    "    print(\"assigning each district to the county containing the first block in the district\")\n",
    "    homeCounty = [-999 for h in range(nHDs)]\n",
    "    for h in range(nHDs):\n",
    "        firstBlockGeo = str( geoid[ HDvtdList[h][0] ] )\n",
    "        COUNTYNO =  int( (int(firstBlockGeo[2:5]) - 1 )/2 )\n",
    "        homeCounty[h] = COUNTYNO\n",
    "\n",
    "else: #an HD collection\n",
    "    HDfile = \"OH8941_15muniVTDs_04\" # #NOTE -- for a few early files, we have split VTDs in HDs.  Accounted for here \n",
    "    HDdf = pd.read_csv(\"./2024state_HD_output/\"+HDfile+\".csv\")\n",
    "    #HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "    HDwt = HDdf['HDweight']\n",
    "    if isBGfile:\n",
    "        if \"HDunitList\" in HDdf.columns.values:\n",
    "            HDvtdString = HDdf['HDunitList']\n",
    "        else:\n",
    "            HDvtdString = HDdf['HDbgList']\n",
    "    else:\n",
    "        if \"HDunitList\" in HDdf.columns.values:\n",
    "            HDvtdString = HDdf['HDunitList']\n",
    "        else:\n",
    "            HDvtdString = HDdf['HDvtdList']\n",
    "    nHDs = len(HDvtdString)\n",
    "    HDvtdList = [ast.literal_eval(HDvtdString[h]) for h in range(nHDs) ]\n",
    "    homeCounty = [-999 for h in range(nHDs)]  #default; we won't do regional analysis for bg / COI-based HD files\n",
    "    if not isBGfile:\n",
    "        for h in range(nHDs):\n",
    "            if HDwt[h] > 0:\n",
    "                popHDlist.append(h)\n",
    "                homeCounty[h] = countyNo[ HDvtdList[h][0] ]   #for each HD, the \"home county\" is assigned based on first unit in HD list\n",
    "    #HDvtdList = list()\n",
    "    #for v in range(nHDs):\n",
    "    #    vv = v\n",
    "    #    HDvtdList.append( ast.literal_eval(HDvtdString[v] ) )\n",
    "    hasPartials = False\n",
    "    if \"partials\" in HDdf.columns.values:\n",
    "        hasPartials = True\n",
    "        splitTractListString, splitTractUseString = HDdf['partials'], HDdf['HDvtdFrac']\n",
    "        splitTractList = [ast.literal_eval(splitTractListString[t])    for t in range(nHDs)]\n",
    "        splitTractUse = [ast.literal_eval(splitTractUseString[t]) for t in range(nHDs)]\n",
    "\n",
    "print(\"I read in the HD vtd / unit / bg lists, now calculating leans\")\n",
    "HDdems, HDreps = [ [0.]*nHDs for e in range(nElections) ], [ [0.]*nHDs for e in range(nElections) ]\n",
    "eLean = [ [0.5]*nHDs for e in range(nElections) ]\n",
    "for v in range(nHDs):\n",
    "    for u in HDvtdList[v]:\n",
    "        for e in range(nElections):\n",
    "            HDdems[e][v] += unitDems[e][u]\n",
    "            HDreps[e][v] += unitReps[e][u]\n",
    "    if hasPartials:\n",
    "        for i, u in enumerate(splitTractList[v]):\n",
    "            USE = splitTractUse[v][i]\n",
    "            if u in HDvtdList[v]:\n",
    "                USE -= 1  #partials should not have been in the HDvtdList.  But if they were, avoid double-count\n",
    "            for e in range(nElections):\n",
    "                HDdems[e][v] += unitDems[e][u] * USE\n",
    "                HDreps[e][v] += unitReps[e][u] * USE\n",
    "        \n",
    "    \n",
    "    for e in range(nElections):\n",
    "        if HDreps[e][v] > 0:  #non-empty HD\n",
    "            eLean[e][v] = HDreps[e][v] / ( HDreps[e][v] + HDdems[e][v] )\n",
    "\n",
    "weightedDemSum = [np.sum([HDwt[t] * HDdems[e][t] for t in range(nHDs) ] ) for e in range(nElections) ]\n",
    "weightedRepSum = [np.sum([HDwt[t] * HDreps[e][t] for t in range(nHDs) ] ) for e in range(nElections) ]\n",
    "weightedLean = [weightedRepSum[e] / (weightedRepSum[e] + weightedDemSum[e]) for e in range(nElections) ]\n",
    "for e in range(nElections):\n",
    "    print(\"true, HDweighted statewide lean for election\",e,\"are\",r5(stateGOP[e]), r5(weightedLean[e]) )\n",
    "print(\"array of weighted leans ...\")\n",
    "print(weightedLean)\n",
    "    \n",
    "print(\"Integrity check: HDlean in 2022 ChJ and 2024 Pres vs. 2020 Pres\")\n",
    "plt.scatter(eLean[0], eLean[2], label=\"2022 ChJ\")\n",
    "plt.scatter(eLean[0], eLean[3], label=\"TrumpHarris\")\n",
    "plt.plot([0.09,0.88],[0.09,0.88],ls=\"--\",color=\"black\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "if not isBGfile:\n",
    "    print(\"plotting 2020 Trump district lean by home county\")\n",
    "    plt.scatter([homeCounty[h] for h in popHDlist], [eLean[0][h] for h in popHDlist ] )\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "f117f996-a152-474d-a7b1-41e6c583eeb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now compute the mean and std dev of district vote in each HD ...  Using a local, not a global s.d.\n",
      "Here is a scatterplot of the standard deviations in district vote vs. 2020 Pres district lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... and a weighted histogram of these standard devns \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "integrity check: plot center unit of all deep blue districts with 5-election average < 0.43\n"
     ]
    },
    {
     "data": {
      "image/png": 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puPfhfnXbZzQacfz4cRw5coTxa6JpGjabDf3798fo0aOZdQmEliS9ogq7176GoaofcPqqGqfUXdExNho9kuIhTegN5dmdKH0vB5uRg6pucnxcrmK2zVs52ef9sfUgF8oPkGxABEsI8sMPP+Cnn35CQUEB26b4lb59+yIsLKzF92u1WjF58mQsWbKk2XV40tLS8P777/vJssaRy+UYM2YMxowZ47GcpmmcPXsW77//PhISEjBr1iziA0NoMU7tu4Ad+77Hv2dzUSjrhfUjT+BA1WCcVokhkI7GLbxMlAsymfX/KlYDzRwFJsKh+XDhOySCJUQJxXA6No7H5XLhwQcfxBtvvIGRI0c2uz0unPQURaF///7o378/8vPzsXLlSrz00ksB2Ze7TERDoduE1oPVYsa6+f9BMYB/8wrRv39/RERE4HAxhX/ik6EVt8Efvd4CANA7XLCb9gIQYjQ1EF9GVAvqj2YPbNK+2RqWCbUhIbaPhQiWEIXH44WcYGlp3D0r999/v1/EChdp3749pk+fjjVr1uDpp5/2W7u5ubnYunUrYmNjce7cObz++uuIioryW/uE4OKLjGJk/n0ZBZcuwUHbcdOEO0BRFISwY1Sb4zhfuhDZ0f8HAKDBR2W4DFdj9Ag3aBCluYJf7l6F7sMSIQkLLof7UBMsbEMES4jC5/NDNloo0Gi1Wjz++OMoKSnBSy+9hHHjxrFtUkDp0aMHLly4gNOnT2PgwKY9wdbm22+/xaxZs9CpUydYrVa89dZbmDdvHtq2beuX9gnBgz5PizFf5GDPXx/guZHt8LOiGGZxMRbo5sAiUEEjUuBm67O4+Sfg8cf5KE1ZBJXhLWw+cwWgKHQtysZp3gugPrsWteOO1tHpdBCJRHVEQe33ZWVlLXnIDFzoUQ0liGAJUUJxSCjQJ/+XX36Jn3/+GVqtFp988gk6dOgQ0P1xiXvuuQffffcdLl68iPvuu6/Z33VaWhr27t2LTp06QSwW49VXX8Unn3yCdu3aYeLEiX6ymsBZLFq48v9F1Zl4nP7rBL4/txOLhu7Fno5xkJ/shenJEwExIHHE4j99fsIg5aeYgv1Y8U0Y3n/IiR4vvIKT7bvDweNjkISHTYN71MmZ4nK58Mgjj+CLL74AcK1qsnu+9jI2IILFvxDBEqKQHhbv+OWXX/D777+joKAA48aNw/bt2wN6keFy9/DMmTNx5coVvPPOOxg5ciRuuummJrd18OBBDwdlgUCA//znP9ixYwd2797t8ZnRaERGRgb4fD569OgBqVTarOMgtDw0TSPv1CF0/H0KAOC8ajZ+y5LB6rAiPiwGi2PjQB9sCw3Nx0+T8vGnbiM+LX4V+XQOzGoB1kx/BPOSd2CrYwZ6luYDACoUkciJbwvJVRuEg/ngScV19uuuXM9luHzOBxvNEiwrV67E0qVLsXDhQqxZswYAsHnzZnz77bc4ffo09Ho9qqqqrluoatmyZXj99dc9lnXv3h2XL19ujnl+Jdj+dKSHpXEOHDiA5cuXY/To0Xj55ZdbrLAl15+4unfvjhdeeAH//PMPXn31VUyePNnnEgAnTpyAxWKpt4dq6tSp2LNnD95//32IRCI4HA4oFAokJiZCJpPhm2++gU6nQ58+fZodkUVoGYzp6Tg5fx7KKtTYGkfDGS5DlCIRfTuGwXX7h5DJeHC8JASfpjDroAtGCfDXICX06+chGsA7AAri26Jg9FaAt4dpN0L7HeIsZ+EwDMWV/7sLh8vl6Ds2BcOmdGLtWH2F+LD4lyYLlpMnT2LTpk3o27evx3KTyYQJEyZgwoQJWLp0qdft9erVC3v2XPuzci3JFddvNLUJxYy3/hJgW7duxbZt27Br1y4SztsAN9xwA0aOHImDBw/ivffeQ0JCAqZPn95otI9Go8HHH3+MXr16YcGCBQ2uN27cuAb9gkaPHg0AWL16NREsHKfqh5+g/uYr7DxxArkOGm0TemC8KRaXhoyFXH4jkmU5UMuq8/wYpoYj4gs9AEDgBPpYrKiaPB7/Gu8AwEPfCx8j2kbjXslPOIJB6IRC/Ciq9js5HnYC2/NHIsrSEad+z0PPG5KhiK7Ox8R1MRBs9w2u0yRVYDAYMHv2bGzZsgXLly/3+MwdabB//37fDBEIkJiY2BRzCPVAURQyMzPxxx9/MOO+I0eODIossYHmq6++wm+//cbKvrl+ga0JRVG4+eabcfPNN0OpVOLbb7+FxWIBTdOgKApdu3ZFWVkZ9Ho9nE4npFIpHn/88SYVhDOZTMx2v/32G4YOHervwwkZXC4XcnNzkZeXh+joaCQmJiIpKanF9m9Xm1E4bwUyT3+DP/R6dL5tOWZ2k8LVfj9KBAV48cKNAEyAJQlbaAoC2oU28ly8f/cgpBrk+E/cfnQqdQCKL1FkDEM5PQ5VfR9ARwAK6yuYblmAE+JOkLrEMPEtAIBY/gU40REAIIsQtdixNhciWPxLkwTLggULMHnyZIwbN66OYGkqWVlZSE5OhkQiwYgRI7BixYoGu+mtViusVivzXqfT+cWGUGLQoEEYMGAALl68CB6Ph6qqKvz222+spKfmEg6Hg7VsucFMYmIiHn30Uea9wWCAUqnEyJEjER4e7lUbZ86cwSuvvILbb78dDocDffv2ZfxXFi9ejHHjxkEsFjMim1CNxWLBjBkz0K9fP+aBo3PnzujYsSPUajV+/fVXprifXq/HgAEDMGnSpGaFkZflVmL/V5/jTVNH9EmJxssTUhH79yXYcwRQ6lX4tawIcosZj933OcLFCsAM4PKDCOc7AJiYdkYd1OJX4S0wiw/hoHQizjqlmGe/1pNu4/cEZTMj5sxm6LVZmD3+FWikn+IRiLElkweVoAqlwsv4BSKcjDDj8TGdwedfy85MBEHrwmfB8t133+H06dM4efKk34wYNmwYPv/8c3Tv3h2lpaV4/fXXceONN+LChQtQKBR11l+xYkUdnxeCJxKJxKNwWGFhod/EZTBz8eJFxMXFsbb/y5cvY8aMGXWWu3tepFIpE/XAZcLCwtClS5d6P9PpdPj+++9hMBhw5MgRnDp1CqtWrYJUKsW2bdvgcrkglUpx/PhxtG3bFhMmTGBywQiFQuzbtw9WqxVisRgGg4GV7MZsolQqceLECeTn54OmaUgkEjz88MOYMmVKvTfoUaNGAQDef/999O/fH8OHD8cvv/wCvV7P+FDExsaia9eu6Nq1KyIiIkDTNCoqKpCdnY2srCwYDAYAYHrPMn7ZjH910ShRdEdJOrDnz3DQVj3ayI+gN5WMZcMWgd++F4Riz99m7NhIuJwR4JeZEc434LeqFLzc9UnsPb4Xd7r+wcf0HDxmexpDnFcQZRoFrbMNwAfAqx6afezCj/h3yDw8gGoH22hHPLo54vESdHj0po54cGTHAH7z/oemaezevRtpaWlsm+JBzf+R+9rjXtZQL3BRUREzZMsWPgmWwsJCLFy4ELt37/brU2rNMMe+ffti2LBhaN++Pb7//ns8/PDDddZfunQpFi1axLzX6XRISUnxmz2hCI/Hw549e+q9WXpL7T92zWXu5bX/7P50OjObzU3e9tChQ1i7di1MJhPeeecdv9jTFFJTU7F169YGP2/O7xNo9uzZg4sXL4LP59d743QXfIyIiMDUqVMRHx+PoUOH4oYbboBOp8Pdd9/tsf7w4cOZeYlEgnbt2uGxxx5DREQE1Go1lEolVqxYgUceeQS33XZbwI+PLbRaLXbv3o2ioiJQFIX4+HiMGDGiQYHSWDtRUVFISEjAgw8+yCynaRqVlZXIysrCL7/8Aq1WC4qiEBcXh65du+LOO+5ERGSER1sXIt/Gxt03oCRxcvXvatYhWgxMkycAAHaa/gG6JaFLxV/IiYxET2dbdHe1gYuiAAEFZxs5qiCHMMGFqfgBQ4f/iZJDY3G7KBv5dDxu5F3Gj45qG1MK9yJSU52KPyexHZ6F573F7KJx8PnRaBcbfNmSeTwexo4diw0bNrBtSrP5/vvvWa895pNgSU9PR3l5uUdyKafTiYMHD2LdunWwWq1+cWKMjIxEt27dkJ2dXe/n7qJxBO/h8/m45ZZb8PHHH7NtSpNp6s38woULePvtt/Hrr79yzpm7Nlz1ccnMzERpaSkWLlzo03aDBg1i5jdv3owHHnig3oedxMRE5iHk5ZdfBgBER0fjjjvuwNq1a+FwODBp0qRmHAE3UKvViImJwZQpU3DrrbfC5XIhPDwct956a7OT6mm1WkRHR9dZTlEUYmNjERsbixEjRnh85tTZUPr2cej/956maZScXgcx/1Ys6nwjLigKYFJJMKlqD+IHqFGuq44Yix1wGAkJuUi88DD6lgzDFWEhnop/H4mVD0MZ0wYAcAf9A8Kgx0T8hgm83/DtiP6448Rl9LBqAX4SJkZQyCz5G4k5PwIALraRI1ZQBDGuibQDLhsO2p24IasCY/gU2kb57h/FJmTIyr/4dPUeO3Yszp8/77Fs7ty5SE1NxZIlS/wWcWEwGJCTk4P777/fL+0RWleqfpfLhWXLlkGv10Or1aKgoAA7duzgvFjhMjt27MDixYt93s79YMHn8xEREYHVq1eDoijMmTMHycnJHuvqdDrweDyIxWKmF3f27NmwWq3Izs7G119/jdmzZwftTeDMmTP49NNPsWnTJkyePBlJSUl+fWI1mUxe+xO5seZpPd5/n7cKiAYAE4YfXY0p3bsArmo5Yz7Oh5x/BoPGxMAVnwsAqErZi4iSG9HZnozCiALcfmoPEtUm9Ji5x6PdZ4++DY0+DEulfIR1WY4P25cip2oVvsy5BeV9x0IUfQwU34qJR9XIt7rQXszDeZMT550u/Kmw489fLuLVXy5i5fQ+mDm0ZVIQELiHT1dwhUKB3r17eyyTy+WIiYlhliuVSiiVSqZ35Pz581AoFGjXrh2j/seOHYtp06bhiSeeAAA8++yzmDJlCtq3b4+SkhK89tpr4PP5mDVrVrMPkFANn8/n7NO7t3hr//79+1FeXo6nnnoKkZGRdW6MXCYiIuK64921x5prZvV0OBz1PjjUXLe+eW/s+uijj5Ceno4NGzZ41cNJ0zQuXbqEyZMnIyYmBrfffjuAasfn9957DxMnTkS/fv0AAJWVlUhOTka3bt3wwAMPYMyYMTh69CiOHTsGiqIwZswYyGQyvP3223jqqafq9W3jKvv27cPJkyfRr18/rF27NmCCy263+xShdWHfbuz/4gMMjp+Etrzedf4LH98zCb3PpHsscyra4t7OjwB4EhLahKeVx1EouISOgq4YVXIrBBIxVMkRuJRxE3r0PAgAOH9+LOz66uRuPLMTNt1NALbCcLoDDgvfhdaRiA9LFmFbnw3YOaIM7Y86ccZcnZIhBZ7/ZZPNM1UD169pJA+Lf/H7I+fGjRs9HGLd2TI/++wzZlw1JycHKpWKWaeoqAizZs1CZWUl4uLiMGrUKBw7doxV58hQg8fjhfyJc+bMGbz99ttwuVxYt25dUIbJb9myhW0TGmXjxo0N9lRVVVVh27ZtSEpKgkajQVFREfr164dt27Z5ZK8VCARYsmQJ/vzzT/z999/g8XiQy+V47733MHnyZHTqVJ0YrOZwkptOnTph/fr1GDp0KOsOgI1htVrx559/4syZMxg1ahSef/75gO/T6XT6lPX1xC9vYPSlClRWfoZTBhM6WVxITZAjRxEPu42qI1aEMhv0SdfSIlgoGT5P6oM7yw5jv/wEfhn8BEbkXEC/omykbs+H/PJzcEUkoU30ChhxB7NdW/shiK1OLBL+AItLjq9VGxAFYN7x1fjw5g/wfxPPoWeBE7dVWVEabsBoPmA2D8Ezd9+EYR09h7xMJhPuvPNOTJs2DXPmzGnaFxdAgrU3kKs0W7DUzreybNkyLFu2rNFt8vLyPN5/9913zTWj1eEWHzRNM86ONefdwz/u5Xq9HjqdDvn51Wmva55ItU8qd/2NhIQEzg+jHD58GF999RVKS0vRpk0bfPTRRyTXTACx2+3Yu3cvgGv/G5PJhGeeeQYURSEtLQ1nz56FRCJBSkoKJk6cWO9Fm6IoJsGkL8jlcjz//PM4ePAg3nrrLSxcuLBFoojMZjMEAgFOnz4NtVrNRDGJxWIIhUKIRCIYjUYUFRWhsrIShYWFmD9/PqZOnRpw29w4nU6IRN7lKHE5nRixSwWAQrxWj/j/Le9UZUDpyL7Q2q4VCzR00OG83I4RF2Og0HSHwmyEXlrtANu7uHpoiB9WAbhsONu2MyYf2I4unWdj+F3VgpPvXI/tS+Yjwlg9tLT0oX6YJVqNL6KXYozaM9pUk7gMAHCqN9A5fz1uU2RBHFkIitqKoR0u1fkv/fbbb1CpVLjvvvs4KVgA7vcCBRPcvhtxiJycnICEptXuMvTlfe3CXu4KpjU/q7mOTqfDypUr69hQ3wlVWFiIW265Bc8++2wzjzAwrFq1CkeOHEHPnj3x7LPPomvXrmyb1CqYO3culEolI46B6iGeLVu2eAw70jSNlStX4qGHHvLZr8IbbrrpJgwYMABbtmyB0+nEwoUL/V5TxuVy4eTJkzh69Cg0Gg1iYmLw888/Y/PmzZBIJLBYLLDb7bDZbLDZbEhKSsKgQYMQERFx/cYDgMPh8Po70O/e3eBn5QnxcCAWMlMFxKYp+KHnqwCA/GQaT5blYaPkZcAJlP59BwpcnSAx98INI7cilzqLIfbT6Dj3HHJwDsB2AICTz8fHMx/F4k9W40QfAc6lDoedJ8S9fd7DK1vVDdoRcW448kyzEN7uOJKGfAuXywoez1OQuSPPuFpRnfSw+BciWLykc+fOWL16NdtmtBh79+7FsWPH2DbDg9OnT+Puu+8Gj8dDfHw8fv75Z7ZNanU0lH+lZ8+edZb98ssvKC4uDohgAap96p555hmUlpZi/vz5TEqEwYMHM8U/mxIIUFlZiR9++AEGgwEjR47Ek08+yYixQ4cOoXPnzgE4muZD0/R1j5d2uVD0xJMw/P13vZ9XxMYiQqtFuSARuYk0KgS7ILWFwSwywMY3I6L9ieoVeUDSzb+gx4uJMN5qQzni8DA2IkquYdoS0xZYKQlStbmIsZZAeucG5Pb+FAKqd737/jbMisg9peiRHIE+V3YhtTQWVTGArmAYKkqGYZm0AN8O6oJ2NYogCgQCTvfQh1LvChfEFxEshHoRiUSw2+1sm+HBwIED8f3337NtRpMJpYuXN0RFRaGiogI9evQI6H6SkpLw8ccfw263Iz09He+//z7Ky8vx5ZdfQqlUetUGTdNIT0/H/v37ER0djVmzZtURWly4YF+P69l4uWev+rcTi9Hu4y3oMWQIOuoLkaJIwU9ZP+HVI68y61iuvIzd4f9iWvI5AIBaGYUOAx9CAroh5vIhKHt/AgC4oErF34U3YpTwd9zWfh/mnDkPs1OAM5f/xIyfq3Bb7CVY+zlw77SPURhtQ4pahCrKgnI+DbsT+LewCm/u/gFn+10LoRc7AKXOip0qLf6TEg8CO7B9DSOChVAvIpEo5Ionso3FYvH7sAWXiYmJQXl5eYvtTygUYvjw4Rg+fDhUKhVGjx6NlStXon379rjtttsQExPjsb7ZbMaRI0dw/vx5UBSFgQMHYvHixUEhTJoC3UBaA0FSEtp/+QVE/0u+maKofi3UFzLrzNHo8Fk4cJ+yB9r89RkAwFF2AY78v4GYbgir6I6xB6sDKUbT/6CLy4Yn7E/hn5LhqBL8hP6CAiRcrm4vSmUA9gJ/770PAPBP30HIjmwDO1UdoBFlU+Ng306gI671ZGUJnLBeVOM1CYV7EqMRLay+dbF9AyW0LESwEOpFIBDA4XCwbYYHGo2GbROahV6v94iWCXViYmJQUVHByr5jY2MxadIkTJo0CUqlEjt37kRVVRXj0+V0OiGRSDB8+HAsXLjQa5HCZTFzvZs3xeOh27GjuDplKhwVFZD06wvF6NGImj0b/HqG7Z4a+BQGJw6G2qLG7bwovJcrR8x3Z0DJqr8DYUIflJ//GRE7n4PohnFwe+7yKRqT+SfwvfM8Drj6YY1jGibwLmMh6k9aecO5dLSNL0KbtsVQShPRxZiNncMUmJDJg4mi8U2YFRo+DX4lYHfQeD27BGt7tPPqmNmG6/YFG0SwEOqFi/kDgr1ooV6vD/pj8IX4+Hjk5uaybQYSExNx3333+aUtrp0TvsKPjETXQwe9Xn9k8khmPrzgHM6oD6GroiOEFIWzJieqBr+AW/YvgDl9GzDRc9sq+lr0lhiNP/y0Ly/Dvr42ZKZm4JTcDrpqBNaFm2GhAPp/GtElEwBCHu6Mj2S247KAJPgfIlgI9cJFweJLUiwuYjAYWp1gUasbjgIJRrh8gwx0nZfMm/pCJX8EW7eYkTj0YyR0OA6hOhn7qdFwiYGKqEyMrjoFAJgtfRXnInpgQOVVREpzcC72JLbeyMM9h1xoyMoHTkkw8NGnIAuTI443AF8dKYfe6kCV0YahHaMxe1g7dIrzDGHn2jWKEFiIYCHUC5cvzMFKaxsSSkxMDPphvNpw+QbZt29fzJw5s87ymqHm7tdt27Y1aR+yqj+xO3UbnuxgAQBER5cgI/EW0DQPz3SfhrGVx1AhisbfMSNB0TR6Hz6CvxIOIPu7bOzfp8bHvSPRt1gGShwOwAXaqgdAA+CBMgkge3UbeBIBgK8Ze2UUhfOHaCz9qm6G5zNnzviUbqK+TM/1FXOtWcqkZibpmuvUpr50E3q9HlFRUV7bR2gcIlgI9dIaMuO2NCaTKeh7iXwhNjYWer3++isS/MKLL77o1XrNqQguG7cMPysv4FHnYPwqqE76N/XG7Ug8CIy4kIGLcamQmK14Rb0RSlsufupQHaUVf1c8TJkmJMzrgO+6/wxKIgBoulqr0DRoFw1BlATSvnGgeN4/LM2YMaPR6udsU1ZWhpdeeoltM/wCFx5iiWAh1AsXh4SCHb1e36oEC9ul6AMBFy7arHPfD0g/fBL4X9aDHdRd+CxuCSZUHAM16Ut0+FKOPnwJfup2LaRcIBOAH8aHRWRD+Lj29TZLu2jY8nRwaq1Qb70CAEheNuJ/PS7BCXnw8y+hd0Uh+AUuChau2eMrRqMRcrmcbTMIzSAUBIs/zqMH2tQqKOoSwAlgs60Ywj5/YGuKCSk2z9tL1E1RsP1VjvLyXfW2WfziYVRsPseIFQBQrjpZ77puuH5N4OJ1tDmwfSzBK10JAYftP2dtuGaPrxgMBqZiOSE4Cfb/oL94umMbTEmIwabcIqRWXcC4/rfhQPJ8fHh4KSQAIAUKAciFUdh3z064aCe2RQ/BsoVleGz+DLz37uvo1Olp7Fz3fyjIOI+k+HDcJjwPi2sATM7RcCEMgBA8hXe1kbgK6WHxL0SwEOqFiydasD/dmkwmpPwvOVdroaqqCrt27YJUKoVUKoVcLodcLmcKB4pEIohEIgiFwqD/fVsbnWUSrOrVBUB1qYajx5bXWefGcEAqrO5VnHbTf5Hw0V1Iu6cAlx5ei8S4e5FxaB8AoK9sHyRhGkj4pxEp/AROOhxK6ybIh3ZqseMJBDWddwnNhwgWQr2EWlcmFzCZTC1SWZhLmEwmnDlzBhaLBRaLBVarFRaLBU6nEw6Hg3l1OBx1IjgA1BvR0ViUxvUiOZrL2bNnA9JuKNAhvIPH+7fbmCDjmZCePhMmkxDnzsXBZLoVo0b9i7kPZuHJB98BL7EdxOVFSFe3QYcwDbMtn9Lh6/FWxLYXYY6LhqCGI26h2oS1e7NgsjlwvliLSoMVMWFicJFQ9ONiEyJYCPVCBIv/MRqNUCgUbJvRorRp0wYvvPAC22b4jRkzZtQJheUKTz75JMrKyq673tWrVz0iheoTibVDeWuuVxOKonD69GkMGDAAANDR0RFOlxO0tQj/Z3Lb8hvM5nAYDFHMDbxDh25wyhRwyhSwR8UjszQPO0vsmJicybT9g0WCwqxibFNWYU2PFKTKq1MCfLQ/Gz+kFwEAKtQm/HG+FPeP6ODNV9TicLGnuqlw4T9PBAuhXrjw56xNsJ/4ZrO51QmWUIPH48HpdEIg4N6ls7y8nJXioPWFFttsKpSUbIPDoUN4eD/88ksGiot1AIBevRIhEABnz16LIqLDIjBwwX8BugDzT6YjT9oGSmkSQANn9CaMPnEFN0WF4fM+nfDfE4Ue+7I7uXtdoCiKDAn5Ee6ddRylqqoK99xzD2du5DqdDosWLcJtt90WkPadTifnujNLS0vZNqFZaLVaLF68mIkUqj3c0RzcyapcLle98zRNN7iPkpISJCdfi/pQqVSIiIjwS6HGnJycZrfBJQQCAex2OycFC5cEvUgUiw4d5jPvS0qOM/MXL9atoN33lluR0KnaH+angv85ptc6nINVBpzWGetsGy7lbkHRUOph4QLcO+s4SkpKCp5++mnO+CAcOHAA+/fvD5hgsdvt4PP5AWm7qSQlJbFtQrMQCoXYsmVL0B+HLzQnSRkX4fP5sNlsrSpjsT9ISUlBQUGBxzK5XA6jsVqAnDlzBsnJyRg4cCDupb/AT7gbZsozBcDbXdtgRGQYVqf1w6pdV9AzORznjiswqU9iix2Hr/D5fCJY/AgRLF7icrk41eMgFArhdDoD1r7D4eDkU2QwY7VaW92QUKhdrPl8PqxWK9tm1AtXen/ro0uXLnUES82hEofDgR07dmDHjh2YfNMOTMYOaOhIVCAOXZGFPr3XIz6+PwBg+sC2mD6wLQAg7Y8wyETcvU4RX0D/wt1fmmNwzdHOZrOhpKQkYO07HA7O9bAEO3a7nTyZBzlCoRAWi4VtM+qFyzfG+q6dZrO53nWVpV0Qn3AVnWInYFTyDYiJvhECQf1Cn0vX5Prgun2+wvZ/jAgWL+FaD0uXLl1w9uxZrwt/uVwuzJgxA/fcc49X63N1nD6YcblcrVIEcu3caQ5isbjBG21rxZubWEM37tjYWEilUlAUxfTAZGWNQFbWCDz66KNIiG/T7H2zCelh8S/kjuQlXLvotm3bFidPNp62uiZ6vR5PPPGE14KF9LAQ/IFcLodGowmZDL8ikYjxu2gJLl26hGeeeQYREREAGr9Bs1UV2Btn+IaGQlUqVYPbhEIZi1ASLFzoLSKCxUu4NiTkK76eOFzsYQnm7x8IfvubQmRkJJRKZcgIlpYW8efPn8eUKVOwYMGCFt2vv+nduzekUinMZnO9OV7c8yKRCGKxGEKhEJGRkddtl+vnVCgJFi7ArTsSh+FaD0ug4WIPS7Cf+MFuf1OIiIho9Ck62GjpBxeDwcCZyMSG8Cbqjc/no1u3bi1gDbfguqAKNohg8ZJg72Hh8Xj4999/MWvWLACeN0/3fM1lZWVl0Ov1SE9Pb/RGWzsTZiC/o9OnT3sVJls7c2ftZf7If9KU42yNad2joqJQWVnJthl+QyAQtGiUkNFo9MiRQ/AkGB4Cgvm+wTWIYPGSUBAsvXv3xpdffgngWqKx+ua5SlpaWp2MmsGEtw7SoUSoCRaZTNaiPix6vR7h4eEttj+C/wkGURUstJ4xjlYOTdPg8/kQCoUQCoUQCATg8/ng8/ng8XgeooVA8BexsbGoqqpi2wy/IZVKYTAYWmx/RqORcbglEFo7pIeFEDQQQRV8hJpgkcvlfhEsGzZswO7duyEQCBr9XxcVFQW9w21r5+TJk03qXa1dMqM5uB9IKYryeECt+aBae3lZWRnjn+RyuZCfn4+hQ4f6xZ6mQgRLK4F0SxLYIC4uDlqtlm0z/EZKSgouXLjQ7HaOHDmCr776KiRCdwmNM2TIEFaKUgLXrvsul6vBqaHPrVYrRCIR0zu/c+dO1gMxiGBpJQS7D04o0Bq///j4+JASLD179sSvv/7a7HZIPSJCS+C+5riH/5uDN2HmgYb4sBCCBtJLFHzI5XLYbDa2zfAbSUlJ0Ol0zW6HpulWlSaBQPAH5IxpJZCbPfuQ3yD4EYvFcDgcbJtBILRKiGBpJTidTvJExzKtcUgoFCHCk0BgB+LD0krgYqp9Xwn2Gz650QUfNE0zU833FosFFEVBIBAw0RUEAiGwBPcdjOA1Fosl6AVLsN/wS0pK2DaB0AAPPPAA8vPzkZCQUOez2jmKrFYr5s6dC4qiPCIt6qOhzMoXL1708xEQCKFPcN/BCF5js9kgFArZNqNVQ1Ksc5du3bphzpw5GDt2bIvsz5sSEwQC12D7obFZTg0rV64ERVF4+umnmWWbN2/G6NGjER4eDoqioNFovGpr/fr16NChAyQSCYYNG4YTJ040xzS/E+xVN51OJ+sx9K0dMmzAXRITE1FcXMy2GQQfIedU66LJguXkyZPYtGkT+vbt67HcZDJhwoQJePHFF71ua+vWrVi0aBFee+01nD59Gv369cP48eNRXl7eVPMItXC5XOTkJhAaIDk5GUqlssX2F8wPP1yCfI+tiyYJFoPBgNmzZ2PLli2Iiory+Ozpp5/GCy+8gOHDh3vd3urVq/Hoo49i7ty56NmzJzZu3AiZTIZPP/20KeYFhGDvYQlm290Eu+AKhd8gVGnXrh3KysrYNoPgAy6Xi0Q+tjKa9GsvWLAAkydPxrhx45ptgM1mQ3p6ukdbPB4P48aNw9GjR+vdxmq1QqfTeUyExgmFTLfkhk8IFG3btoVKpWLbDIIPOBwOMszdyvDZ6fa7777D6dOncfLkSb8YoFKp4HQ663jnJyQk4PLly/Vus2LFCrz++ut+2b+3hMLNPtiPIdiw2WxQKpWgaRoulws6nQ6XL1/2qNfhdDrhdDpB07THvPszl8vFfFZzG/c6NSf3egCYz2vWErHb7XC5XBAIBB7huhUVFYiLi6sjCGu+b0gs1l7H4XDAarXCZrPhn3/+QUREBM6fP48ZM2Z4JTgNBgPCwsKYUGE+n8+EDrsrjAsEAo+p5mc1P3e/1+l0iImJAY/HY6qT15x3v165cgV//PEHJk6cGPBzxWq1IiMjA0Kh0MMOsVgMgUDgUVXdbS/BE4fDQa5prQyfBEthYSEWLlyI3bt3QyKRBMqm67J06VIsWrSIea/T6ZCSkhLQfVZWVmLmzJk+nSBmsxkWi6XOsFlzqBki6cY9784PkZubi549e3ps53K5gr7qa7BdnB5//HFYLBYoFArweDwkJSVhw4YNzA2oZuVU97L6PuPz+XXWud42tScej4f09HRYLBaMGzeOuQG6hzojIiKY9w1R33+u9rxQKIRYLIZYLMb8+fMRGxvr03eWlpaGrVu3MsLM4XDAbrfDZrPBZrPBbrcz7x0OB2w2G7NefZPT6YRAIEBERISH6HNvW1MYpqWl4c0338TIkSMDXjfl9ttvx5YtW5h9l5WVITs7G4MGDWKEa03BWl/odEMh043N10dTt3NTWFjoEfXkcDiwfft2r78LX1m5ciVOnDgBHo+HiooKTJ8+HVVVVYiPj2/0wcz9Wc3rZc35ppCVlYUuXboAqN9toLKyEt27d29S24S6+CRY0tPTUV5ejoEDBzLLnE4nDh48iHXr1sFqtfrcRRcbGws+n19n/LisrAyJiYn1buO+ILYksbGx+Pbbbzmfy6S4uBhvvPEGNm3axLYprR6KovDuu+8yJdrZRiQSwWAw4P7772fblEZxizQ+nw+RSNSi+87KyoJWqw24YHn00Uc93l+4cAGffvopVq9eHdD9tgRpaWkBbf/06dPYtm0bJ4aD0tLSWKvEzAZsD8v71M84duxYnD9/HmfOnGGmwYMHY/bs2Thz5kyT/kAikQiDBg3C3r17mWUulwt79+7FiBEjfG4vUPB4vEYTRHEFuVwOi8XCthkEVN943UM0XCBY/sNsIpPJoNfrW3y/UqkUVqu1xfcbjNA0zQmx0hphu5fbp+4ChUKB3r17eyyTy+WIiYlhliuVSiiVSmRnZwMAzp8/D4VCgXbt2iE6OhpAtfCZNm0annjiCQDAokWLMGfOHAwePBhDhw7FmjVrYDQaMXfu3GYfoL8IlighkUjEqZtka4ZrAiFY/sNsIhAIYLfbW3y/MpkspKpaE0IPLlw7/D6+sXHjRg+H2JtuugkA8Nlnn+HBBx8EAOTk5Hh45M+YMQMVFRV49dVXoVQq0b9/f+zataveNNlswePxOPGDXQ+BQMCpm2RrZNGiRcjMzIRCoUB8fDzb5ngQDP9hNuHz+axUY5bJZKSHhcBpuBC40WzBsn//fo/3y5Ytw7JlyxrdJi8vr86yJ554gulx4SLuuiFch8/nB4WdoYzZbMZHH32Edu3asW2KB8EiutmErR4WiUTCyn4DQaBvamzfNAPJjz/+WKfmWE1H4YkTJ6Jjx45smMbYwibc9iDlEFzr3m+IYLETAL7//ntkZGR4hNjWngAwkRK5ubksWxzcEMFyffh8PivCQSgUkqFcAtatW4fHH3+ceV/zfNVoNHjrrbfw8ccfs2EaJ64dRLB4SbBc7NlWwL7w2Wef4aWXXmJsrplvwh2eW3N5RkYGa7aGCsHwH2YTgUDAypBQKOVZKSkpaTBSqL7rE4/Hg1QqhUwmg0wmg1wuh1wuR1hYGBQKhccUERHByu/TUsTFxeHuu++u97OCggKkp6e3sEWesH1/IYLFS4JlSAgA7HZ7nWqwJSUlGD58ON59992A7XfSpEkICwvzev2hQ4di1KhRXq/vS9stybJly3Dq1CnGPovFwjiYcwmNRkOyuV4HtoaEAATN9eV6JCUl+RTqa7fbodfrodVqodVqodPpoNfrodfrYTAYUFFRAaPRCIPBAJPJhKlTpwbQet/Izs5mxFljuWtqPyjU/LyyshJyuRxisbhRx2uRSIQjR440K2zcbWN9+ZpqLqtvvqioCDfeeGOT9+0PiGDxkmAaavnpp5/qXR7o/AhhYWGtKieBm/Lycqxfvx7t27dn25RGiYuLYyVkN5hgq4elNSMUChEdHc1JkX89unTp0mLXvMTERJw7d84vbdXMlF0zoWJj73///XfW74FEsHhJMAkWQstit9tbPJFhU+BaXhguwpYPC8B+dzuh9VAzOaNQKPRqm7i4uABbdX1CZ+A0wJAcFuzD1e/fbrezWqrCW0gE2fURCoWs9bAQwUIgNA7pYfGSUOhhOX/+vFfDQvWJs5oX0/rqjQBotcMNDocjKHpY+Hw+6WG5DmRIiEDgLkSweEkoCJY+ffq0Sh+TQGO321u85k1TID0s14dNwRIqPSyhchwE7kGGhLyEDAkRGiJYapuEgugONFarlTXxGSrXl1A5DgL3IILFS8jFnhDskLIN1+edd95hzbmQ9EwQCI1DhoS8hMfjBc34/7x586DRaOosD/bkVEVFRY0mpPLW76YmNZeXlJQgOTm5wXbqW07TNK5evYq0tDQUFhbiyJEjnL3xENF9fQYOHIi1a9dixIgRkEqlLbpv0jNBIDQOESxewtWbUH1oNJqQ9FVp06YNp4+rdrI+rhFMopstfvzxR/zwww+49957UVlZiTVr1mDgwIFsm0UgEECGhAhBBNdFY80iZVyEDAldH4qicM899+Cnn37Cbbfdhu+++45tk4IOLp8DhOCGCBYCwU9wvUufDAn5xssvv4wrV67gzJkzLbI/cqMnEBqHCBYCwU/UrDDNRUhYs+8MGzaM1F8iEDgCESwEgp/geg8GESy+IxQKGy1I50+4LHYJBID9/ygRLASCn+B6RW8iWHynJQULgcBluDBkSQQLIWjgwgnTGFzvYSFRQr4jFApbrBgi1//f3sL2UzghdCFhzV5iMBjw4YcfIjIyklnmvsA0dKGpfeLWfN/QfH3vG9pm+vTp6Nu3r3cHQAg4TqcTJpOJs3WFSA+L7wgEAuzbtw8URSE8PBwKhQJDhgyBQOD/Sye50bPPf//7X+zbtw8CgQB8Pr/BV6FQCD6fj8zMTKxZs4apfOxeh8fjeSyr7/Oa6w0ZMgRyuZztw+c8RLB4iVgsxsCBAxEfHw/g2sWFpmm4XC4P0dLQfGOf+bqe2WzGO++8g2+++abJx0TwL9HR0dDpdIiKimLblHohYc2+M3v2bIhEIpSWliIrKwunT5/GzTffjCeeeIJt0zhLMPUUzZkzB2azmXlvsViwYcMG2O12OBwO2Gw25tXpdMJutzOTw+HAyy+/zPRc1pxcLhfsdjvMZjPz3v3qcDg83peWluK3337De++9x+I3ERwQweIlQqEQQ4YMQUpKCtumAABMJhO++uorts0g1IDrPixNqYfljnxyuVzM5HA44HA4PC7c7vfu+VWrVl13KIWm6To3t6tXr2LGjBken9Vns8lkwscff4zExESfjsdXwsLCMHfuXOb9r7/+iitXrgR0n4SWw2w2s56MMi8vD++88w6rNgQLRLB4SW5uLjp37sy2GQzB9BTTWhg6dCgWLVoEkUjkcZMtKCjAsWPHfG5v7dq12LVrF8LCwnz6vRsqU+B0OmEwGDzKG9TXbu1teTwekxSPoqg6Xdz1dX+fP38e586d8/GIveeNN97A5cuXAy5YaiMWi4kT7nUg1ybfoGk66MumtBREsHhJp06dODXGSFEUcnNz8cUXXzBP9e7X3NxcbNmyxePpGAB0Oh0cDodHGzVf3fPu9wkJCXjwwQdb4nBCgjlz5mDOnDl1lk+fPh2zZs1iHF4bu6DX7Fk4ffo0du7ciS5dugTG4ABSUFAQ0PalUimMRmNA91EfEomECJbrQHxxfMNmswXEJyoUId+SD3DpRHQPP9RU53w+HxRF4fHHH4dIJPIQJDweD0lJSVAoFB4Jzmq+1jw+l8uF1atXc0qwcOn794Uff/wRDocDt956K7Zv347o6GivtqtvyIRQjVwuh8FgaPH9kh4Wgr8hgsV7yLfkA1y6efD5fHTo0CGgguKLL74IWNutDYFAgLZt20IkEnm9DZf+b1yhoKAATz75JIqKivD888+3+P4lEonPYc5PP/00SkpKrrtednY20tLSrht1WPPz4uJiJCcneyxvTOhe7z/l7o1tir+Tm/z8/CZtVx8qlQoLFixASkoKHn30UXTv3t1vbXMFi8Xi03WhNUMEi5dw7emex+MF3CaZTMY4QNak5kWv5mdOpxPbt28PqE3BjMvlAp/PZ9uMoCYrKwtDhw7FL7/8wsr+m9LDUlpayrpjZ0tS00fKV2w2GzIyMnDhwgVcvHgRBw8exLfffouFCxciNTUV69atg1AohFgshkAggFAohEgkYiahUMgsE4vFzLru9+55oVDoxyNuHhaLhbOpELgGESw+wKUn3paISPnss898Wv/OO+/EsmXL4HA44HQ6mfC92pM7nM/lcqG4uBiJiYnM8Fbt15qC6PLly/4+xBbF5XIFfdfv7NmzvephCJR/SXh4OCu+K26a0sNCAKxWKy5evIiLFy8iMzMTeXl5sFgsADyvq3w+H23atEHXrl0xbdo0vP766xCJRHj66acxZ84cjzBjo9HIRKq5l9cMRdbr9Thw4ABuvvnmOlFs7mtQzQgwtrDZbNi7dy9zfagpvmbMmMGk0iAQweI1XPMncPulcImPPvoIOTk5EAqFEAgEdZIt1U6a5E5kJhaLPSJNeDwe877mMc6YMYPFo2s+oRAN4HA4WO0tSElJwZEjRzBt2jTcfPPNePrpp1t0/xKJxMNxnXCNL774Avv378e///6Le+65x2OIyj0k2q1bN0yYMAG9e/dGRESE122PHj3aZ3uuXLkCPp+PDz74wOdtW5JbbrkF4eHhsNlssNvtsFqtsNvtOHLkCL766issXryYNdtomsbJkydx/Phx6HQ63HbbbazZAhDBEtRwLedHcnIyM54eCLg2LOcrzfELIFSTmJiI/fv3Q6lU4pVXXmnx/ZMooYb55JNPsHDhQp97ZgNFaWkpYmNj2TbjuvB4PAwZMqTOcr1eD51OF9B963Q6nD59GhcvXoTdbse0adPQvn17OBwOfPXVV9BoNBgyZAieeOIJTjywE8HiJVzrYSEEH3w+n0QE+AmRSMRKT4dMJvNZsLSW68Ydd9zBKedRpVKJhIQEts1oMnq9HmFhYQFpm6ZpfPrpp3A4HBg+fDgee+wxAMA333wDtVoNu92OWbNmoW3btgHZf1MhV04faC0XHkJgEAqFsFqtkMlkbJsS9IhEIlZ8SUQikc8FJEtLSwNkDbeoqqriVI+GUqlE+/bt2TajyWi1WhQUFGDv3r2QyWSQSqWQyWSQSCTMq0Qi8fkByOl04v/+7/8wbdo0dO3a1eOzBx54wJ+H4HeIYPES0pVPaC4ikQgmk4mztYaCCalUGjTOr63FaVKr1XJKsFRUVGD48OFsm9FktFotqqqqcPz4cZjNZlgsFlitVthsNsbfxW63M/emzMxMvP3225g4cWKDbebl5eGLL77Aww8/zLneE28ggsVLyJAQobmEhYVBrVajTZs2bJvSZLhyDvD5fNYeInzdb7A7WnuLTqfjlDirrKwMqE9doDGbzXjsscfQp08fr9bfsWMH3n333UZ9iOLi4vDhhx8G7X+SCBYvIYKF0FwiIyNRXl7OthnNgmuO3lxGpVLh7NmzyM7OxlNPPQWlUgmg+sl/8+bNdbrjgx2z2Yzw8HC2zWCoqqqCTqdDUVERwsPDIZfLgyoPkl6vR0xMjNfrT506FVOnTm10nTlz5kCj0XidbZtrEMHiJS6XK2hVKYEbJCQkMDetYIUrot3lcrFmi81mw6FDh3Dx4kVkZWWhuLjYI0OsG7lcjk6dOmHx4sUYPHgwunTpAh6Ph8WLF8NqtbJie6Dhyv8DAJ588kls2bIFVqsVZrMZVqsVNE3jzJkznKq4rVKpkJmZySS9c09lZWU+CRZv+Oijj/Dxxx9j6NChGDFihF/bbgmIYPES0sNCaC5JSUnIzMxk24ygJy0tDS6Xi0llfz2ac97WN/wjEAiwd+9epKamYu7cuejevbtPmVMrKyuDelgwWBg1ahRGjRpVZ3lzMvEGgsceewypqalMsk331KlTJ79nwJXL5Vi4cCE2bdqEqKgopKam+rX9QNMswbJy5UosXboUCxcuxJo1awBUpxlevHgxvvvuO1itVowfPx4fffRRo+FlDz74YJ26NePHj8euXbuaY55fIYLF/5SUlODq1aseWXBpmobT6YTT6QRN0zAajcjJycHVq1eDPtNtmzZtcPjwYbbNaDJcOgd++OEHtk1oMiaTCZGRkWybQeAIPB4Py5cvb9F9zps3Dx988AGUSmWTkvKxRZMFy8mTJ7Fp0yb07dvXY/kzzzyD33//Hdu2bUNERASeeOIJTJ8+Hf/880+j7U2YMMHDWYhrtRXY7IIOVR599FEMGTIEFEWBoihmfNmd6ZaiKEilUvTv3x/33Xcf1q9f3+jTUXl5OXr06IGYmBjExsYiLi4OCQkJSExMRHJyMiIjI1kd1mvXrh0qKipY239zcTqd5BzwE+R7ZA+uJf5j479AURQWLlyIFStWYOTIkZzKn9MYTRIsBoMBs2fPxpYtWzyUoVarxSeffIJvv/0WY8aMAVBdj6ZHjx44duxYoyFmYrEYiYmJTTGnReDS02WoIJfLsWzZMq/XX7FiRaOfWywWlJWVobS0FGVlZSgrK8Px48dRWVmJqqoqjxo09f2e7mU8Hg8RERGIiYlBXFwc4uPjkZSUhDZt2qBt27aQy+U+Haeb8PBwmEymJm3LBbjix+V0OnHDDTdc9yGIQKiPQGePDSbuuusu7NmzB5MmTWLbFK9okmBZsGABJk+ejHHjxnkIlvT0dNjtdowbN45Zlpqainbt2uHo0aONCpb9+/cjPj4eUVFRGDNmDJYvX96gw5HVavVwWmuJPyBXLtaEhpFIJGjfvn2zk0U5HA6UlpYyk1KpxOHDh1FZWYnKyso6T2g6nQ7Tpk2D3W5nxqFrzruLreXk5KCoqAgLFy5klrnXcc+7i7K5qS+dv9Vqxfbt21s8Y67D4eCEaF+/fj1efvllts0gBClcyhUDsJvjq2vXrvjtt99CV7B89913OH36NE6ePFnnM6VSCZFIVGd89nrRERMmTMD06dPRsWNH5OTk4MUXX8TEiRNx9OjResPQVqxYgddff91X05uF3W7nVElyQuAQCARISUlBSkrKdde12WwYM2YMFAqFR9FHd9VV97xQKASPx/Mob+9eRygUMhVa3UUhG+Pee+9lJbzY5XKhpKSkxfdbm0uXLqFdu3Zsm0GoBRf+G8EImw8BFEXh6tWrOHv2LPr168eaHd7ik2ApLCzEwoULsXv3bkgkEr8ZMXPmTGa+T58+6Nu3Lzp37oz9+/dj7NixddZfunQpFi1axLzX6XRe3Vyag8PhCHrBotPpoNfrPcqru3sA3PM1n/prL6vdC+Ce3A6yNZfVnmia9niSMJvNyMvLY+/L8BOnT5/GzTffjHvvvbfF9ukuQx8o9Ho9FixYAIvFUuezlq6OXB/Z2dno1KkT22YQahHMSdrYhO0s6h988AHee+898Pl89O7dm1VbrodPV7309HSUl5dj4MCBzDKn04mDBw9i3bp1+PPPP2Gz2aDRaDx6WcrKynzyT+nUqRNiY2ORnZ1dr2ARi8Ut7pRrt9uDvmjduHHjMGDAAMaplc/ng8/ne7yvPV9zHfe820HW7Rhbczv3+5rbuJ1q3UNqNE1jzZo1eOedd1j+RprPiRMnPM6HliDQw5P79u1Dr169sGTJkoDtozlcvXoV06ZNY9uMJsOFYTUCwQ2Px8Nzzz2HlStXolOnTpyudebTHXjs2LE4f/68x7K5c+ciNTUVS5YsQUpKCoRCIfbu3Yu77roLAHDlyhUUFBT4lKSmqKgIlZWVSEpK8sW8gOJ0OoMqS2J9dOjQAZs2bWLbDADA9u3bccstt7BtRrO5cOEC819vKQJ9w7t06RKnn7SKi4vRvXt3ts0gEJrF/PnzUVlZyYmhGIqi0K5dO5jN5tARLAqFos6FTC6XIyYmhln+8MMPY9GiRYiOjkZ4eDiefPJJjBgxwsPhNjU1FStWrMC0adNgMBjw+uuv46677kJiYiJycnLw/PPPo0uXLhg/frwfDtE/hMJTkUqlYtsEBra7Qf2FRqMJuSRgV69exaxZs9g2o0EsFgunUsD7yvnz5zFjxgzmfUPXFr1eXyciTSKRQCwWQyqVelTtlcvlkEqlkMvlkMlkCAsLg0wmg0KhQFhYGORyOcLCwiCRSAJ2LQuVc7qlqKysxPfff8+2GQCqRxDy8vL8nlnX3/h9jOP9998Hj8fDXXfd5ZE4riZXrlyBVqsFUF3E7Ny5c/jiiy+g0WiQnJyM2267DW+++SbncrEEOxEREWybQPADZrMZM2bMYG4QYWFhiIqKQlRUFCIiIhAdHY2oqChER0czOWnCw8O97iGsqqrifCXXYH6A6N27N7Zu3Xrd9WoP/blcLphMJuh0OhiNRhgMBo9Xk8kErVYLpVIJk8kEs9nMTBaLhanw68Ydxu/+H9XcV3FxMZKSkhoM/TebzaiqqkJycjLTRocOHZr5zQQeLqWn4IodAPDxxx/j4YcfZtuM69JswbJ//36P9xKJBOvXr8f69esb3KamEpdKpfjzzz+bawbBC7jkNMylkzXYkEgkzA3P5XKhqqoKJSUlKC8vR1VVFaqqqlBcXAytVss4Wlsslnoji9y/Q81zMiMjg4TwBwiTyeR1kq7avwGPx0NYWBjCwsICYZpPHD9+HDt27MBbb73Ftik+odPpkJ6eXm8CSpVKVW/Is7u2j7tXSyqVQiqVomvXroiOjmZ6scLDwxEeHg6pVAqxWBw01zitVguBQMDpPGhugtuLlBC0hEr3MdvHwePxEBMT49eu3AkTJuCnn35CeHg4IiMjPaZg9+Nim5KSEkRFRbFtRrOprKwMyvICKpUKEyZMwLp16zyWu8V8bZHocrlgs9lgNpuh1+uh1+thMBhQWVmJzMxMXL16FSaTyaNHy263w+FwNHptKCkpgc1mazBzN0VRkMlkHtnfA4VWq220dA6XIIKFQGgiBoMhJIctX3jhBZw5c4a5OBsMBuaiXPMinJOTg/T0dBYtDT6Ki4s5l7isKahUqqAUXuXl5fUKrYZ6FHk8HiQSCSQSSZ3jDXSytZYq0mg0GoPmOkYESyuCS938PB4v6LMHnzhxAt26dWPbDL8zevRorwqica3qbTBQUlISNE+zjaFWq9GxY0e2zfAZlUqF6Ohots3gDJWVldi4cSPmzp3LtileQQRLK4Lt4YuaVFRUBL1gOXXqVIvnYGnt1E5AGGyUlZUFhXPq9aisrMSwYcPYNsNnVCoV5yNhWorMzEx89dVXWL58ORQKBdvmeAURLCHAmjVr8O+//9abWbamVzyXKgXHxMQEfSK+jIwMPPTQQ2yb0aooLy8P6pDmsrIy3HDDDWyb0WzUanVQ9hSp1eqg6BU9cuRIvZmm/UmnTp0QGRmJzZs349577+VU3rOGCO47BgEAcOjQIXz++ece2WhrZpglBAaj0RgS/gjBRGZmZsDLcASSysrKkMjbk5CQgMWLF3sVebh582bOOOhWVVUhPj6ebTOuy6+//opXXnkloPsQCARYvHgxnE4nVq1ahaVLlwZ0f/6ACBaW0el0TGXf2rV66nvvrvHjdDpx9OhR3HHHHcjPzw+aLj03REgFP+fOncM999wDsViM8PBwKBQKREZGIiIigskL445giouLg1wub/YQYHZ2drOrcbNJMEVkNMarr77q1XoLFiyAWq0mgsVHKisrW6w2E4/Hg1QqbZF9NRciWLykqKiojpNhQ0mV6stt4V7f5XIxn7sFSFRUFFOLx5dp7ty5KC0tJZEaBFa4fPkygOrcIhUVFVCpVFCr1VCr1aiqqkJ+fn6dXDANkZ+f36AQ4fP5UCgUiIiIwOnTp/Haa68F5HhaApqmW1VouEaj4dRQQ7AIRp1O12J2+lrrj02IYPGStm3bYsWKFWybUS/BGK0RzI6TBE9kMhnat2/frJ6PtLS0BtOUWywWRgxNmTIFo0aNavJ+CC2L3W6HRCJh2wwGu93O6Vo5bgJdkb0mCQkJyMvLa5F9NRciWLyEDGEQaqLX6zl1IQ5lJBIJ2rZty/lyAYT6IddObkNRFIYMGYKjR4/6VKSYDYI3ppTAEGwXhK1bt9Yp6RBsHD9+HKmpqWybQSAQfID07NbPmDFjcOzYMbbNuC6khyUECLaT8I8//sC+ffvYNqNZnD59GgMGDGDbjJDAbrcHdT4eAvd47rnnkJ+fD6FQCIFAwLzm5OSwbRon2bVrF0aOHMm2GdeFCBZCi2MymdCrVy+2zWgWGRkZQVHdNBi4evVqUDhCEoKHgoICfPfdd7Db7bBarbBYLLBYLEGTgr4lH0LLy8uRk5ODiRMnttg+mwoRLCFAsA0JhQJGo5FkzPQTV65cCepQZQI34fF4EIvFTNg9oX62bduGefPmsW2GVxDBEgIE25BQVlYWE9kUHh6O6OhoxMTEIDY2FvHx8UhISEBSUhISExO9SkzV2gg1gXrx4kX8+uuvOHbsGJMWoGb1XPc8RVGgaRo8Hg8ymQxhYWGgaRqxsbFISkpCVFQU819y534hjtGEYKQlz3GapiESiVpsf82BCJYQINhuYF27dsX3338Pl8sFlUqFkpISKJVKlJeXIzMzE0eOHEFVVRU0Gg1zs6qPmmUHKIqCQqFAVFQUUlNTyXBNEFFeXo6PP/4YPXv29Gp9p9MJjUaDyspKKJVKaDQa6PV6lJWVITMzE1qtFlqtFgaDAXa7vcF9BrvjN6F+gu0Bjk2OHTsWVHmBiGAJAYLpBKVpGiUlJQCqn57j4+P9knnS4XBApVKhtLQUzzzzTEgLlmD6vb2hrKwMnTt39np9Pp/P9KI0tS4MG7mLjEZj0DzJ+gs2HqaMRmPQ+KqwxcGDB3H06FEMGTIE8+fPZ9scryGChdCi5Ofno0+fPn5vVyAQIDExEYmJiRgwYABmzpzJ3Nhr3+BFIhFiYmKY4afExES0adMGbdu2RWxs7HUvsnq9ntUbz2233YYZM2YAuHZsNW0uKCjA0aNHWbGtKTgcjha/wQwePLhe0VLzv9LY/4CiKAgEAvD5fObVvb67lpdAIPCY9Ho9srOz8euvv2LKlCn+PygCgOq09mFhYWyb0WScTmdAhd4PP/yA6OhoLFmyJGD7CBREsBBalH///Tfg+Uvef//9Rj83GAwoKipCcXExSkpKcPnyZRw8eBAqlQoGg4HxlWiIiooKGAwGvPLKK4y/jVvwJCcnBzxE95FHHsEjjzzS4OczZszwGC4j1OX5559v1vY0TcNms3lMNE3D5XLB4XDAbrczrzabjZmfOHEi1qxZQwRLAFGr1UEtWPLz82E2mwPStlqtRnl5Oe6+++6AtB9oiGAJAYJpiCAjIwPDhg1j1YawsDCkpqY2WTg5nU6UlpaisLAQRUVFKCkpwb///ovt27fjjTfewD333ONni31DIBDAYrEETUGzYISiKCYCxVc+/fTTAFjEPjNnzvTwOaNpGleuXLnu8BtN0xAIBBCLxRCJRJBIJB6TVCr1mGQyGfMql8shl8sZJ2yZTAa1Wo2IiIhAH27AUKlU6N27d0Da/uGHH/Dggw8GpO2WgAiWECCYnqRzcnLw6KOPsm1Gs+Dz+fWmitfr9ejbty9LVl1DKpVCp9MRwUJoUWiabrAe1PW2czgcMBqNMBqNMJlMzKt7MpvNMJlMUKlUMJvNsFgsMJvNTI4Vq9XKTAUFBZg2bVoAjrBlKC0tRVxcXEDaNpvNQVFLqSGIYAkBKisrMX/+fLhcLrhcLjidzjrzTqcTQLWja02/h5q9M7WrTVdVVWHw4MGYMGECEhMTkZycDLlc3ixb9Xp9wE5GtvHVeTRQyGSyoKlKSyBQFAWhUIjIyEhERkY2u70tW7YE9U25pKQkIBWutVptixVUDBTBbT0BQPUN6oUXXgCfz4dQKPRwBBQKhRAKheDxeD73xJjNZmzZsgV79uyBWq1GVVUVbDab19tLpVJER0cjOjoasbGxiIuLg06nC6oeIV9oyQqrjSGVSqHX69k2g1APoRwpxJWhaY1Gg+TkZLbNaDJlZWV+zwSu0WiwevVqLF261K/ttjTsX10Jzaa4uDggmUKlUimeeuqpJm1L0zS0Wi1KSkpQVlaGsrIylJaWQqfT+dlKQm2kUikMBgPbZniF1WoNqjwQzaWwsBCxsbFsmxEQuFIPSqfTISoqyuv1LRYL1Go1RCIR40fjfshjg4qKCr9WJlcqldiyZQuWLl0a9MPERLCEAF26dGHbhDpQFMV08dZMCHbo0CEWrWodSKVSmEym5jVC01Abbdh7qQwD2kehS7zCP8bVIjs7G4mJiQFpm4vk5eVh9+7dmDFjBiiKQlhYGMLDwxEeHg6FQgGFQsHMR0REIDw8HJGRkZDL5YyTr0Ag4GQvJVd6WMaPH493330XIpHII1quIfuOHz+O8ePHw+FweEwNUVxcjDZt2gBAnbbdPdpuZ+Dw8HCEhYV5/Jbu7N7u+drZvNVqNdN+c7HZbNi4cSNefvllTvT+NpfgPwICZ55sCNxALBbDYrE0qw3H0miEUzTuEdO41boKyx6ejhu6ePoe/Vv+L3bk7EBatzT0iOnRpP1kZ2cjJSWlWbYGE2VlZVi8eDEeeugh2O12qNVqqFQqqNVqaDQa6HQ6aDQaFBYWwmAwwGg0wmAwwGazMaHSbn+02lzvxuzN5wKBwCNSp3aEjlwuh1QqZW66EokEYrEYTqeTM2UQRo0ahVGjRnm9/syZM7F58+Zm75emaVitVphMJmg0GmZyZ152p1AwGAzMb2symUDTtMdvUlxcjAceeMBrAahWqwFU91YmJSV5+CYajUZ8+eWXISFWACJYQoZgyLvR0IWW4F/4fD62b9+OqqoqJiNsTEwMoqKioFAoIJVK64rczD9R+P0sCAY9gk90HZDc/h3sMwlxs+17PNL2fczbn427Kkbhqa7hUIT3QaXNhgd2PgAA+P3q79g3ZQ8k8jDw+b6J59zcXHTq1Mlfh855ysrKmMSJQqEQCQkJnHGOdrlcsFqtjEhyR+3UnMxmM1QqFZYvX46pU6cyQspms2HBggVsH0KT8FfPEEVRjNCLjo72S5ve4HK56n1oVavV+PXXX0OqSCsRLCGAQCAIinC1nJyckO3+dzgcnOnpEovF/4u2oPHz5o9QlHsV0Z26QBQRBZriwW63w2mxgFcjh0h21m/IEQqBHZsAAE5zeyTLLDhglYNnr4LU8guOqbbguNgFfiKFOJ4Ek+QanI2QQqG9D499/BakIjmM0Rpc7P83IqIisOimRbgj9Y5Gbc3Pz8e4ceMC+G1wi/Lycr/6J/gTHo/H9KRcz8/mwIEDeOutt1rIssDClaGsptLQdWf//v0YO3ZsC1sTWIhgCQEkEgl0Oh3nBcu5c+fQtWtXts0ICLm5uX6pieQPVKrfIZMfQcdO+2Fqm4TeYd2rP3DokPbaCjje2gVBj6Go6LoNpnYXkNT5Ttx56BJUOQWgjXyAAk5El+EFw5vIvnUoAMAC4KGvt2DC4b2wCBKgttlwKWkYzJa2MMuNUFLlUOt1sGmqUFRVhAJLAZ7YOBebSkQQd+kCYY2ojZpd1unp6VixYkVLf0WsoVKpgn4ILNhv8K0Fo9EY1Bl/64MIlhBAJpNBr9dzvvfi8uXLGDlyJNtmBIQzZ84gIyMDy5YtA4/HY8LKa07umjI1591OerXfu5dJJBImesHtL+B+rS+6xm7XQK0+Ar6AgstlhjjCBqvmWk/K6X9eh6bDzcgV7kPy5fYoLD+FnQVfoY/Ogezvr4mKJIUD6+7ZggkYyixrW14KAU+ApNuWIwmAO/CywGLEicqDODpiP4pkCegc3hY8GrAIaCz+NBwRGj16LegN6axX69h7zz33cMb3oSUwmUxBnYUVqC5t0Zp+s2Bl6NChOHbsGCZMmMC2KX6DCJYQIFjybly9ehWPPfYY22YEhOzsbEyePBlDhgyB0+lkIg3c8+5Xt+Okw+GA1Wr1WFbfOg6Hw8Ph0m63M/NuZz2z2YysrCz069cPLpcNhYUmPDqvegxdHGFF1ztV0FwNx83CfLQvNuJ9Xn8AgFMqQKmxM6yCc5CX8QBcS6tu0wvQXXMV069ux6GYcDgNO/D23Rp8/WHdJ7ZYgRNO2zkMvRSNobAjQtgfYcIoFJuy8GeXOFyNGgbDWQliy37H2hn9EZ2YzHl/q0AS7MdeUFAQsqHZoYTRaAw5YUkESwggk8mCIu+GwWAI2QtdVlYWVq5cycqw0B9//IGLFy/iueeeg8tlQ37BFmi1/6Jz52eRF/4TynUfQxpvwdorUuxOiMGy7CxoHAMhUfFwNfUSAOBYDx4sKi0kJ+Owr2Nf9G5/HMeLb8eTP/6AJwEUtrkZWV3TYJ28FL/ZDmMsoiHidYDLRePfyr897OkddSMKTDkAgARbBRLKfgMib4Fekod3l36PHp3a496XlkHI9z2ZIYF9ioqKOOMoTKiL1WrFZ599BoqiGi2SGowQweIFTqeTMw6V9REsgiWU0ev1rPmwXLhwgYk84fFE6NjhWrTG9t+s4IVPgEtnwO6Op6G/tBKL//fZkNTPoY5w4WGDFt3a8nBuUl+smf4C9KV2dLM6sWLDv0iP64Ywuxndiw8gq2safhQ+h07RX6Kgz0UAgMtJgf5rEDqWxIJXpUJi5zvxpCwJNpEUDxjOMXZUiCIhgR5HRowFdXgvHv/mNLY8MJj4QwQhJSUlnB9+bq1UVVVhzZo1eOqpp0IqOsgNESxeYLfbOZ1OWy6XB8WQECEwZGZm4v7776/3M5pP4VXd1wCAC+I26N3zW+wpuBlFhjboWNUfNyAKffruxWxq+7WNOgEO+zjcOWkm6P/1gPy840XcHf0cEhzZQBWwbudTcLm6oF3/HdA6yqEQ9sWgrrdDLk1ABXSAMAIfdpwPscMMq0CKIfxCCCNvQVjhBWxPugODLA0n5iJwG6VSicGDB7NtBqEe9u3bh4cffjgkxQoAcLfbgEPYbDbOCxaj0ci2GQSW0Ol0SEpKgnrr98iZtgRZt9yLS6k9cCm1Byad2g8A0Mv5mB9vxY1tj+H1ke8gwWlH+7IREF6eiYK88XXavKJzMWIFAEy39kOCKJt5f5egH5yKY9hyZg4MJTLE963Eb8rPsTX3HSjs18ovWARS9InNxpNJn6NL2e+AJQY2nhgKiQA//1scuC+FEDC4HJrdFEJpWPKGG27AgQMH2DYjYJAeFi+w2Wx10idzibCwMBQXk4s/W7TksEZOTg6eeuopREdHM6nar169CgCwXLZB3P12AID52Ho4lGcRfkUJDADK46ojhYxKKbJ+6YA0fAy7eBB4gkQYj98FdLy2j7blVbjvj0Jsi6JRLEnEXQYRSqgRAH5h1qmkw3HR0Qe0Sw1Lp75QS/4EUB1lNE25A1+m3AcAGO46gq2GdTii7Ykv6ZuZK85fGWXYdSYPA1yhc7NoLahUqpASLKFEQkICk/k2FGmWYFm5ciWWLl2KhQsXYs2aNQCqC0ktXrwY3333HaxWK8aPH4+PPvqoUSctmqbx2muvYcuWLdBoNLjhhhuwYcMGzuTssNlsENdIssU1ZDJZs1OxBxq73Y4zZ84gLS0NQPVvLpVKERUVxVRzjo2NRUJCAhITE5GcnAyFQhEUTz9ZWVkt6oQok8mwfv16WCwWGI1GpqBZ+PgR0PxcAgCQDJuPX3PnI3fKAMwqrkL3Mivy2sngcl77Pp3WdDitQETHfKxwHccejIdcK0bMv0n4+OafQfEdUADQ5k9F5MhtmJabiGyRCAMcVjwUMR+zKaCwaiiuFnWFU3EteijCoceCvE1wURTadcwEAOxw1Q1n52lL0LGD/4t2EgKL1WoNqfweoeZHFWrHU5MmC5aTJ09i06ZN6Nu3r8fyZ555Br///ju2bduGiIgIPPHEE5g+fTr++eefBttatWoVPvjgA3zxxRfo2LEjXnnlFYwfPx4ZGRmcCMuyWq2cHhISi8Ww2Wxsm9EoWVlZmDhxItauXQug+qTS6XQoLS1FWVkZlEolVCoVLl++DLVajaqqKg8RVjPZWH0IhUJG/MTExCA2NhaJiYlISEhAUlISoqKiAuY4fejQIQwZMiQgbdemsLCQqeUSHh7u8VnY8M7QH6yEU20FJeDhoZVHMOTQjTiYEIPPS8tgTDdhvE6Nj+ApEmRQo1ItwT/pfSDlW0G5xDBlvoGw1BdBUcDx9jswi+eEkK6+XCz6mYI4q/p8UNyYDlubgbiSMwbGfhL81fMWVMoo9L10EmOP7MTdAiXMtBCFCTLcgOP4p2QYs9/nRoRD6OLGQ0lLEQwC3BtC5TiA0KrFVlJSErL+K0ATBYvBYMDs2bOxZcsWLF++nFmu1WrxySef4Ntvv8WYMWMAAJ999hl69OiBY8eOYfjw4XXaomkaa9aswcsvv4w77qhO4/3ll18iISEBP//8M2bOnNkUE/0K13tYJBIJrFYr22Y0yqlTp9C7d2/mPUVRiIiIQEREBFJTU5vdvtFohFKphFKpRFlZGSoqKnDs2DFG/NSMompM/LjrgURERCAyMtJDAMXGxiI+Ph6JiYke/4eTJ09iyZIlzT4Gbxg9ejQ++OCDBj+Pf6w/bIV6CBNkUL53CugBmHg8pLVJAgC0dyihTx2EuKhsCPlmtDszBNEIx4vp1eee2SkGFZMHRPLQNbcrsjtlAQBeL3kUg/Un0U9fAnGWhtmfKF2EizH9MAwWRNv2ouMuPVw0hU4iFSb1OIS/SrtCOFqLhxK+BQB0kBTjal4v8ARWvPTFRcyeeltgvigO4nK5QupGHwrYbLaQEix//fUX7rzzTrbNCBhNEiwLFizA5MmTMW7cOA/Bkp6eDrvd7lEbJDU1Fe3atcPRo0frFSy5ublQKpUe20RERGDYsGE4evRovYLFarV63KB1Ol2ddfwJ13tYBAIB5wXLlStXcPvttwesfblcjs6dO6Nz587NasflckGr1aK8vBwVFRVQqVRQqVQ4f/48qqqqmOqr7vLzFEWhoKAAb731Fj7++GN/HEqjHDhwoNHeNH64CNJe156wXit8DK+nbMTNJhNeqKyCgCfF7eG/oSQJeOrfN9At8ioeLP4Lw7vdinCRExcNEugSNwIAzvcdgx9fy0Nm58kwxibg7I0jwFP1wtYZRzFm9x7sj+6Hv1MGIQ92/AQ+4LoNiLRC5HRgUnkJLpWPAk9Ao29CFWPPXNEf6CL6AQAwRJeAQ8rA/Se4Rnl5ORQKBdtmNBuNRsO2CX5DpVKFxG/iRqfT/a+OWGjis2D57rvvcPr0aZw8ebLOZ0qlEiKRqM4XlpCQAKVSWW977uW1fQAa22bFihV4/fXXfTW9yVitVk73sHTo0AGVlZVsm9EoeXl5dYYPuQiPx0NUVBSioqLQvXt3r7ZZs2ZNi1Vn3bx5M4YNG3b9FQG0eXsU7lANwiTZI5C9584RY0CiLRuLzs4HaBprf/8IAJDZeQBgBhQSPf7635oCuj0OjbpWvLDbifaIpCgMV4zB6Jvq2iBwOeHg8WHjC5AZ1hUplmKEt/d8mIirvCa2kuxKpKcm124mZCkqKgqJxIlcGKb3FxUVFXWGVoOZUOotqg+fjq6wsBALFy7EN998w+qfdunSpdBqtcxUWFgY0P1xPaw5LCyM8z0sdrsdcrmcbTMCwt9//4377ruvRfb1zTffYP/+/Th//vx116V4FITxMgx85+86ny0Q/AwKdYfFFHYF5v+YhLTDqdDEjMGbM6KRGy+ACy6cjf8dv7f5Bb8Z609S6OBdq20kdNkBAJqcCFTlXnPQTO8XgVJbKtT2FFTYuoHXQYYf30tHQQa3Bbc/CJUMsW4n71BApVKFdI9EqOFTD0t6ejrKy8sxcOBAZpnT6cTBgwexbt06/Pnnn7DZbNBoNB5/grKysgYzI7qXl5WVISkpyWOb/v3717uNO5yzpbBarS32BN0UpFIp551uQxWlUonw8PAWfbKx2+3o2bOn1+u/MCEV+3f1w2j+WQCAShCNzo5S/CV+BRdv74k9eicGXYyESrAPlMsJk0SMo8OnM9t/fUs4Fv73IxzueBQAYODZAc0ktKeUiBHlI4svgkvfC0KBE51RgFhKi9H8f5AUrYKFR+M5gQsolGFNigk0j8JPmjdwpfAiKq1foXOpDaXZFmQcKkG7nqHrLAhUO0TWvMYR2EelUiEqKoptMwhe4pNgGTt2bJ0nu7lz5yI1NRVLlixBSkoKhEIh9u7di7vuugtAte9CQUEBRowYUW+bHTt2RGJiIvbu3csIFJ1Oh+PHj2P+/PlNOCT/w/UeFuLIxx5vvvkmnn/++Rbd57Bhw7Bo0SIm4up6zBzQFuq2v+FDZSXKd59Bu+IIWJ1mjA0XQOG8gnVJr8AVtw+rs24EBYAWSFAYe+0B462T5bjY61pvjKv9PrxvPYswSQEWJUbALB8NkcOMCXlSrLC8CwoAYoECVzw+E7fFyIxyyC3AOms0Xo4tQ7/J/8HZt5TYPl2GH89XC+2kLpH++4I4SmlpKfr168e2GYQaqNVqTj+MegtN0/j5559DariuPnwSLAqFwiPSA6h2doyJiWGWP/zww1i0aBGio6MRHh6OJ598EiNGjPBwuE1NTcWKFSswbdo0UBSFp59+GsuXL0fXrl2ZsObk5GTOeDvb7XZOJ44jsEdRUVGL++asWrUKQ4YM8cq3yqy34dPnDgOoHv+9d/+LzGeKOzejG78/juq+xxVbMaJFIlgpPdSxKagIv/bUaRYJsDvyGPNenM1D1L+dsX50ElxUIQwxDwMAPk8Avrp6E57P/RjDZHsxU7cGK/avRVp5dRXokpMipI6hIOSZ8YHWhZRIYMGjg0FRQFRSaA4X/vLLL9Dr9ZBKpTh69CieeeYZtk0KKUwmE3bs2AGKokBRFLRaLf744w+IRCJQFAWBQACxWAyRSASxWAyJRAKxWAypVAqpVIoDBw5g3rx5bB9Gs6BpGitXrsSkSZMwbdo0ts0JKH7PdPv++++Dx+Phrrvu8kgcV5MrV65Aq9Uy759//nkYjUbMmzcPGo0Go0aNwq5duzijFolgIdTH0aNHmx2V1BQoisK6deswceJE7N69G3w+v+5KulJg/VBkVI4DcK3OULfT6VB9uA6yoUOg/bO6LZHIjHsUL6BgTwz+6NcZwlI+kisfRUlMW9x++QQmlfXAphq95rf+60LC5ROYKuuPO6bL8WyN3crjnNgYNQ0f6NoDOqB/ebV/mTJ+EH4J74/Vuy4gTKLACdXfeP3Moxh36DSGjusBmpYCqOc4gpz/+7//w5w5c1BVVYXp06cH/fCDVqvlzHUZALZu3Yr9+/dj+PDhcLlcoGkan3zyCaKjo+F0OmG1WmE0GmEymWA2mz3mzWYz9u/fH/RRQjRNQ6FQtIreu2YLlv3793u8l0gkWL9+PdavX9/gNrVzYFAUhTfeeANvvPFGc80JCA6HAwIBqWLQVPR6PaejrJrK2rVr64jxlmL48OEYOXIkNm7ciAULFtRd4deFgFWHCEEps6jnqGTwZTIkLKkewpKPcMBeakRyPB+UqADh9xSAt3wx4HJi9rYNmNHxBQA9AAA7L30El6kS5hMb4dLkAwD6nr8I1SNGfEGnYT/G4pJlMI4pBgGIAo9OhggqvDhyHt7OT0dmym04su8t3Dh4DLKteejerSuuFJ3GmbcPoePuCBiNxkZz4wD1Z/AUCoVMEr2auXNq5s+Jj4+v11E0Ozsb33zzDdq2bcusl5ycjPbt/Zd9NzExEQ8//LDf2mMbd36jRx55BGKxGDKZDEuXLmVtWMVgMGDq1KmMC0JN+Hw+ZDIZZDJZg9v/9ddfQV95msfjweVysW1Gi0Duwl5gs9ngdDobTH9P0zSTjMx9Ub3eq8vlgt1uZ16dTiccDgecTifsdjvsdjtsNhusVitsNhsz7y5y6F7mXi87Oxtvvvkm7HY7DAYDNBoNwsPD623b6XR62Oq2i8fjMctq3yRq+slYrVaUl5c3mr24JmfPnkXHjh2vv2IQ4f4/sHGh3rdvH1avXo2UlBS89tpr9a/UYRSQ9Se6SI6iy2NloPvNrOPrxJMIIO4Ywbxv07sbnv7vDvz2w1bsq+e35cliIEjsC5smHw6xDEXJ8ZAgEwI4MdTyF+ii3UhTvoVFN3aHK1qMpwWluDt+MBA/GPq8VTCHCRDRJwGDUB0pE1nZD5HyeDy48oYmfxcmk4nJl1NZWQm1Wg21Wo2rV69Cq9VCp9NBp9PBbq+OWnJ/BxRFoaysDG3atEHHjh2Rk5ODU6dOYefOnejYsSMoigKPx/MQQrUzKcfFxSE+Pr5B/zaDwcBp37em0KVLF6Snp8NoNMJoNOLDDz/E8ePHMXHixIDsb//+/Vi1ahVTCqDmf5imaWRnZzeaSPF6aLXaoBMsVqsVp06dgkKhQK9evRhhFir+OI1BBIsXOJ1OzJ8/n1HqbnHSmLNr7c9qXiiBasHhrrLL4/HA5/PB4/EgEAjA4/EgFArrTGVlZTh58iTuv/9+iEQihIeHQyQSQSQSYcWKFcxYrVAoBEVRCAsLY967x3Dd8wKBoMnOumlpafjkk0+8Xv/ixYt+yWbLJdasWVPvU11LsHz5cvz++++Nd83f8FT19D+8/aUpisL21KHYE9UNT+y8DEtKMUTGREj0HQAAz0/IQOY0AXqXDsfgf/PxeaEM0ZZo3FJ6CyQAMqkMANX5axIjewIqJwDAmtgOpX/9g23btiElJQXDhw9Hmx6RuOMh73LKNIRMJkP79u2b1Cvyf//3f+jSpQuTYRuodqJ2Y7PZoFKpPBIIusWQO4GgTqeD0+mst32bzYbCwkKmfpYbPp+PiIgIdOvWDYsWLfLZbrYJCwtjBERUVFRAw5wPHTqE5557DrfccktA2rfZbI32wHCR9evX4+abb4ZarcbatWshk8ngcrmQn59PBAsBEIlEzLgom+Tl5WHVqlV49NFHWbXD5XL5JEAyMzPx4IMPBs4gFti7dy/++OMPVvYdGxsbUD+ClzsnY5dKh9zJr3gsv6yXIV9NI1InwvAr3dBDqcLiH53IG3DtZuKs4YfyfncxRqlMAIDbLmthf6paQH21/WtM6T0P99wdmJuQt1y+fBkzZsxo8HORSITk5GQkJ/s3uZ3VakVZWRnmzZsXlIKlJlar1acbvkqlwtmzZ5mHK/eDlPu9QCCAQCAAn8+HQCCAUqn0+/dfm2CLsnS5XBg4cCAoisLo0aNhNBpRVlaGTp06sW1awCGCxQv0ej0nHLMUCgUnqjJPnz4dc+fOxaJFi9CmTRtERkY2moekuLg4pHpYDhw4gD59+rBtRsDoIpMgc2RXnKw1KpSqMGHugW6wFPPhwG6cTwT4zg6Izs+Bun218zGfduHxndkQW2PAo4GJcg262/UYHqFBZHFvbBXRKKPbYcRQdsUKUJ1ivm3bti2+X7FYjHbt2oVEhlWLxeJTD8vTTz+Njh07gsfjMUPa7snpdMLlctV57dChQ+AOIAiZOnUqNmzYgMcffxxAdaRuaxArABEsXsEVp9uwsDBOCJZ7770XYWFh+Oyzz6BWq2E2m+t1iHSLmLNnz4ZUlNWGDRuwadMmts0IKAqRDB3az0de/gZmWWlpF5iVAo8MuU4+D05TFYbv+Qu5qT3gSKLxf9RgtBFaUMp3wUUL8a38aYh6OAEcQnl2H1yK7ID20ex3wwfbkzUXMZlMiIiIuP6K/8Nut+ONN94g330z6NatG3Q6HX799VdMmTKFbXNaFPbvwkECF04wkUjU4Hh5SzN16lRMnTrVq3Vrj+EHOxaLxaeLtL8RiUQB7/WjKAodOy7GX2u7oTQ2D9+a28EWJgUeiMDCz5Z7rMsTtEesQYv2h48AAP7vzrtQLKiOWoiEASLq2n+2g/YUboiJQLiY/ZonDUUlEbzHaDT6HKrdktfSZcuWISMjo84++Xw++Hw+zp8/j8cffxwSiQRSqRRyuZzx0VEoFMzkjkSLjIxEWFhY/akEWpDBgwdj9erVrNrABkSwBBFuZ18Ce+zYsQNDhw5l1Ya2bdvi0qVLAbeDx6Mw/4OpoGkac8xW/Fymwf3JMShwvYrD3/0CihcJvrh6LJ3mX6q3DVctd9/LKhovDE4PqR63phAqof5Wq5VxwPWGlr5+ZWRk4Pvvv69jg8PhgMViYaKd3JNOp4Ner4fBYIBSqUROTg6Tu8VoNMJsNsNisYCmaZSUlCA5ObnB67JKpUJMTAwoioJcLmfET0REBBN55o4+i42NRXR0NMLCwhrtzbfZbNi/fz/++usvPPDAA37/vrgOESxeQERC88jIyPDoZXFHWJWWlqJz585M7gx3uOjQoUM5Gwb95Zdf4quvvmLVhk6dOuHKlSstJpwoikJnmQSLO1aHf+Y6YyGUjWU+j6m8gDBjdb4XU2dPXyUdwvCMbT5ej/oa4UY9SvQuZKVtwI0tYnnDsH1OX7hwwa/5XtjCnZbB2/BtLvRUUxTFRF62hG+i0+mERqOBWq1mQu81Gg0qKytx9epVJvTeYDDAarU2mFOltLQUgwYNwqOPPop3332XE99lS0MES5ARDH/SiRMnQqFQME8ePXv2rPOUA1TfNDQaDZRKJZRKJcrLy1FZWYn58+dj165dLFjeOC6XCw6Hg/VqtV26dMHhw4dZ239Y5LWegf63tsPI6bfAUZYGy+XLkPbrhwsyBTJKdNCZ7agwWDE2dSzCw1cCAFwZaXjoRvbTh2u1Wpw7dw5paWng8/nMk677aTc2Nhbjxo0L2G996dIldO3aNSBttyRqtRpz5szxeqhap9MF2CLuwefzERMTg5iYmGb95q+99hqWLVsWFPeAQEEEC8GvlJaWIjk52as8LRRFMTeJHj2qM6parVZ8/vnnDfq9hIWFMdtER0cjNjYWEyZMaJGIi//+978BywfhCx07dsS2bdtY23+vG9ug88B42MwOhMdW39CFiYkQ/i8BVxiAoR09UwD8+uuvKCoqQlVVVUubWy+RkZG4cuUKgGqfpLKyMpSXl6OsrAwqlQrbtm1DQUFB/VmE/UBWVhamT59+/RU5TkxMDP773/+ybUaroH///sjNzW01EUH1QQRLkMF2V/b1OHv2LLp06dLk7cViMU6cOFHvZy6XC2q1mumNqaiowJ49e5CXl9ciFZO3b9+OrVu3Bnw/1yM+Ph6XLl3Cb7/9xoyHR0REIDo6GnK5vNEQc38hkQshkXvvh/LRRx/hwQcfxJIlSwJoVdOQSCR1ks8ZjUbExsYGbJ9jxozBqlWrmPcNPTVrtVq89957nA2jb81P+y1N586dUVRURAQLgeAvMjIy0LNnz4C0zePxmO56N+706oHG5XLB5XJxwllULBbDZDLhypUrjIOg22mwdth7TYfA2vO113O5XMxyHo8HmUyGsLAwhIeHQ6FQIDo6GlFRUYiLi2Nq70RFRXkVMREWFtZokjaukZubixtvDJynza233opbb731uustX74c5eXlAbOjuXD9ASqUyM3NxYABA9g2g1WIYCH4lezs7Bbt6u7QoQM+/fRTj54PiUSCtm3bokOHDujSpQtSU1ORlJTUrKfBr7/+GuPGjfOHyc2mqKgIAwcOxOLFiwO2D7vdDq1WyzgJVlVVQa1Wo6ioCBcuXGBS05tMJo+6VLUjJtzv9Xp9wGwNBMXFxejevTvbZiAvLy+kiicSmkZ6ejrOnz/vdSqJUIUIFoJfUalULRr9UF8+GJ1Oh8uXLyMzMxOHDx/Gt99+i8zMTDzyyCNISkpCUlISkpOTr5uhtyY///wzJ4aDgGpRGOgMrUKhsE5vVlMpLS3FK6+8cv0VOYTT6eRE2LFOpwu64nwE/1FeXo4vv/wSPXr0wMsvv8y2OaxDBAvB77A9rh0eHo6hQ4d6hP0ePnwYV65cwalTp5gidu7eATfFxcXg8/no0KED4uLikJCQgDZt2iA5ORk0TXNiOAgAcnJygipdeXP9mlozlZWVWL16NSIjIxETE8P4KSUlJSE6OjqgNaW8oaSkhNX9hzLbtm2DRqPBk08+yQnxzAWIYPECMk4b/IwaNQqjRo1qdJ1FixZh7ty5aNeuHQoKClBQUICSkhIcOnSIU083+fn5QZWS+9KlS0wUGME3ZDIZunXrBrVajfz8fJw9exaXL1+GQqGAwWCAw+Hwqh2KolBSUoKkpCSP5TweD2KxmMnu6vZXioiIYDK7RkVFMYIpLCzM44Ek0IUJmwvbD09NxWw2IycnBy+88ALbpnAKIli8IFj/9GwQzOKuuLgYvXr1Ao/HQ58+fTgbmVFSUsIJ/wpvyczMDIkQXjaQSqUBFacOhwN6vR5VVVWoqqqCRqOBRqOBTqdDfn4+zp8/D4PBAL1eD6PRCKvVCuDaeV5aWlpvCoLk5GSsWbMmYHZ7g8lk4kyvqK+48/9UVlYiJiaGZWu4AxEsQQbXu2CDWdzRNN0iIcHNxWQy+Vy/hU0qKyuRkpLCthk+odfrmRsxRVHo27cvXnrpJZat8j8CgYDJa+RPuFA/TKVS+VQ2gGs888wzWL16Ndq2bYv777+fbXM4AREsQQaXu2DtdjvrRcFaA8HYixUMQrAmO3fuZOYrKysDGpHVGIWFhdixYwfi4uIQHx+PpKQkyGTsV7oOBjQaTYuk3g8UYrEYS5cuxcaNG3Hs2DEMHz6cbZNYhwgWgt/IyMgIqif/2hQVFeG///0vEhMT0aZNGyQlJdUZsye0PtLT09GtWzdW9v3MM88gOzsbJ0+ehFqthlarRXFxMW6//XbWRFSwoFarWyQDdqB57LHHsHHjRkRFRQXVUHAgIIIlyODyzfPMmTMBD7cNJEKhEBqNBllZWVCpVKiqqmLG7K+HVCplEqtFR0dDoVAgOTkZCQkJiIuLQ0REBKRSKad/v0AR7Md89uxZ9O3bl5V91ze0snnzZtLL4gU6nQ579+6F2Wxmen4fffRRtGvXjmXLfOehhx7CJ598QgQL2wYQfIPLwwFFRUUYNmwY22Y0iYqKCnTu3Bnz58/3eVuapqHValFSUoLy8nKUl5dDr9fj+PHjqKqqgk6ng9lshs1mA1A3uVpjCAQChIWFMeXoo6KiYDAYfLaRTbj8n/WGzMxM3HvvvWybwZCVlcUpe2pjsVggELB/a7n99tuRlJQEmqbhcrmwd+9ebN26Fc899xzbpnnN3r17ceHCBbhcLsyePZttc1iH/X8VIWTIzc3FQw89xLYZTeLUqVNNfnqhKAqRkZGIjIz0e1kCq9UKtVqN8vJyqFQqVFZWBpUAcDqdQd/DotFoOOU7VlRUFLDyF/6goqKCE0MxPB4PQ4YMYd4XFxejqKiIRYt84+uvv0aHDh2wcOFCtk3hDESwEPxGMGflPHfuHGvd/o0hFouZ7LxAtQDYvn07y1Z5T05ODhISEtg2o1lQFMUp0cWVLLwNoVKpOCFYamOz2SASidg2w2s0Gs11c0e1NohgCTK4dOGsD67b1xBXrlwJit6h/Px8xMXFsW2G15w/fx5du3Zl2wwPaJoO2v9pMGA0GvHnn39Cr9dDIpFAJpNBJpNBKpXigQceCGgV7OvZFUxhzuQ/WhciWIIMLg8HcNm266HX64NCCGRkZARVWv7Lly9zKhzTZrOhb9++PvWmZWRkBNCi0GPUqFHYt28fU0ncPf3xxx/Yvn07/vOf/7Bil8FgCKokbC6Xi20TOAcRLEEGUd2BIVi+16ysLM71WDRGmzZt8Ouvv2Ls2LFsmwIAuHDhAu644w688847Xq3vcrk4kQQt2IiOjkZ0dLTHspycHMjlcq/b+O233/DZZ58BABYuXIibbrqpWTYZjcagyctiNBqDaviqpSCChUBA8PQO5eXlYeLEiWyb4TVJSUkoLS1l2wyGs2fP+lTXyOl0ciLiJRQwmUw++TPt3r0by5cvR15eHj777DPQNA2xWAyxWIyePXv67MdjMpmCRrD88ccfmDBhAttmcA5yJhL8RkVFBdsmNJlg6WGpqKhAx44d2TbDay5cuIBevXqxbQbDpUuXMGvWLJ/Wb9OmTQAt8o1gro9jMBh8Egw0TYPP5+OGG27Av//+iwMHDsBut6OoqAhJSUl4++23fdp/sPSwaDQaXL16Fffccw/bpnAOIlgIfiM+Pp5tE5pEsPSuANXF6rgcIVKbzMxMzJw5MyBtu/Nr+FIOorCw0CcBdf78eU4l67pw4UJQJj4DfBcMTqcTfD4f4eHhePHFF5nlKpUK06dPx5QpUzB37lyvC2tqtVpORawVFBTghx9+gEgk8sjNJJfLm5QPqjVABEuQEUw312ChoKCgzng7wT9cvHgxYD0Ub7zxBo4dO4bw8PB6k/G5o4FqLs/OzvbJN+DKlSsYP36832xuLhkZGUHlw1QTk8nkU7izu4elNrGxsTh48CCOHj2KJ598Evv27YNIJIJIJMIDDzzQ4JCfWq3GY489htLSUhw+fLjJx9FcnE4nvvzyS9A0jYULF5L6az5ABEuQYTQa8cILLzBp3imKAo/HY4Y0KIoCn88Hj8cDj8eDzWZDWFgY+Hw+BAIB81ozg6o7i6pCoYBMJoNEIvF5iESj0TAl0YON06dPc+opOpQIZMK1I0eO4Ouvvw5odNeAAQOwevVqrF27ttH13OehQqHAgw8+iJEjRwbEnszMTNxxxx0BabspFBQU4PPPPwefz4dcLkdYWJjHpFAoEB4eDoVCAZ1O51MPy/V6z0aMGIGff/4ZZrMZVqsVBQUFuP/++9GpUycAnsO8NE0jKysLGRkZrDpRHz9+HHv37sV9990XtD1lbEIES5Ahk8lw9913w2w2w+VyMRNQfVI6nU5mmdPpxDvvvINFixbBbrfD4XDA4XDAZrPBaDRCqVR6hB1aLBZYrVbY7fbr2sHj8SCXyxEdHY3Y2FhoNBpYLBamnlB0dHTQVOg9f/48brjhBrbNCEkC2SMYERER8Jwe06ZNw7Rp07xa12q14ty5c9iyZUvABEtBQQF69+4dkLZ9Ydq0aRAIBFAoFEyZAPd1RKPRoLi4GEajEUajESaTCWazGVVVVXj66ac92qnZA1Z7/urVq9fNm1Kzdlnv3r0xadKk69rucrmgVquRnp7O7MM9ucWVQqFAZGQkpFKpX65jRqMRGzZsQJ8+fTyGtwi+QQSLFyiVSmzdutVjmbt3o2bPRs1XoO7FmqZpj25q9wRUdxO6xUbNeYfDAbvdzkyXL1/GgAEDvO5G/OabbzBt2jS/iwen04nKykqUlJSgtLQUxcXFkMlk+Oabb1BZWQmDwcDss+Zx1kYgEEAikaBdu3aIj49HQkICkpKSkJycjKSkpBbx18jOzsaTTz4Z8P0QGsdkMmHVqlXMzSI6OhoxMTGIiYlBbGwsYmJi6kTscMlZWiwWw2azBTTbs81m8yk0OFAIBAJs27aNbTOaRFpaGhYvXgw+n48xY8bAaDSivLwcJpMJBoMBZrOZEVneFj8tLS1lslHTNO3x3Zw6dQp//fUXnnzyyaBw+uUyRLB4gclkglqtrnPTrdmzUXt5fULGLVbq+4zH44HP5zOTSCRihm9EIhGEQiGEQiFuueUWn8Y8RSIRTCaT3zM88vl8xMfHIz4+Hv37929yOxaLBdOmTcODDz6I0tJSlJSU4OzZs6isrERVVRUcDodX7YjFYqa3Jy4uro7waSyywmw2IyoqqsnH0FIEY26G3NxczJw5k/nvKxQKxMTEePxGSUlJSElJwZ49e1BVVYWBAweiqqoK+fn5OHfuHLRaLXQ6HYxGo0dtIolEwvLR1UUkEmH37t24fPmyx3KhUOhRwNJd2Ts+Ph6JiYlISEhAWFgYpwRYQxQWFgZ1tei0tLSADgu5o3tycnKwbds29OvXD0uXLg2K35brEMHiBZ06dQpar22pVIqqqipcvHgRP/74I7p164aHH36YbbMYRCIRFApFs5NC6fV6FBcXo7S0FEqlEvn5+Th16hQqKyuh0WgazRp58eJFpKWlgaZpyGQyD+HjvqG4b6xsCoa8vLygyMZbk1OnTjHzTqcT5eXlKCkpQUlJCcrKynDs2DGmqGN6ejreffddr7r1ucqQIUNw9OjROsvNZjNTybuiogIqlQofffQR2rRpg/DwcGi1WlgslkbbLi4u5sQT+ttvv40lS5awbQan+f3336FSqfDcc88Rp1o/4pNg2bBhAzZs2IC8vDwAQK9evfDqq68yiaxycnLw7LPP4vDhw7BarZgwYQI+/PDDRkPJli1bhtdff91jWffu3es8oRCaxu23346nnnoKKSkp6NmzJ06cOMEpwZKfn+8XPwSFQoHU1FSkpqY2uQ2apqHT6VBUVASlUgmlUom8vDycPHkSarUa2dnZ2L17d7NtbSoZGRmMQ2EwwufzGeE3aNCgOp/ff//9IetLJJVK0b59e7Rv355ZtnfvXqxduxaRkZFetZGWlobvv/8+QBZ6T2VlJbp168a2GZykvLwcZWVlkMvlmDx5MtvmhBw+CZa2bdti5cqV6Nq1K2iaxhdffIE77rgD//77Lzp06IDbbrsN/fr1w99//w0AeOWVVzBlyhQcO3asUR+KXr16Yc+ePdeMIpkl/cbUqVMxdepUANWprg0GA8sWeXLu3Dl06dKFbTMAVA/NuaOm6svVwXYip8zMTAwePJhVGwKJxWJBREQE22a0GGaz2WuxwiV69+7NDKn8+OOPLFvDHfbs2YOMjAzs2bMn6IZugwWflMGUKVM83r/11lvYsGEDjh07huLiYuTl5eHff/9lYu2/+OILREVF4e+//8a4ceMaNkIgCKijGqGaS5cu+ZSWvCW4dOlSs3xgWgqdTse6z0RGRgZyc3Nx9OhRKBQK5uaekpKCyMhIRmxFRUVBLBYH3Zh5sNnbWnn11VcBgNRY+h92ux3r1q3DwIED8dRTT7FtTkjT5K4Mp9OJbdu2wWg0YsSIEcjJyQFFUR5RHRKJBDweD4cPH25UsGRlZSE5ORkSiQQjRozAihUrGo1Rt1qtHt7bOp2uqYfRqrh69SrnLjI5OTl44IEH2Dbjupw7d47VlPgXL15ERUUF3nvvPWg0Gmg0Gmi1WuTk5EClUjGVcd0RDna7vdGQYrc48CbsODk5GWvWrPHXoTQISYpICDZKS0uxadMmPP7440Gb6TuY8FmwnD9/HiNGjIDFYkFYWBh++ukn9OzZE3FxcZDL5ViyZAnefvtt0DSNF154AU6ns9HiZ8OGDcPnn3+O7t27o7S0FK+//jpuvPFGXLhwoUEHsxUrVtTxeyFcn8rKSqSkpLBthgdarTagycX8RUZGBmvJ5TQaDR5//HHs3LmzxaMzaJrG/PnzsWfPnkYfOgiBRaVSBTScmaZpbNiwAQKBABEREQgPD0efPn088pwQPPnnn39w6tQpvPzyy8SNoYXwOTlH9+7dcebMGRw/fhzz58/HnDlzkJGRgbi4OGzbtg2//vork0FVo9Fg4MCBjfqvTJw4Effccw/69u2L8ePH448//oBGo2nUuWzp0qXQarXMVFhY6OthtFqCJZkb18jKymKliJ/L5cJdd92FL7/8ssXFitVqxY033oiSkpKAD9uZzWYy7t8I586dQ+fOnQPWvkqlwg8//ACZTIbKykqcPXsW9913H9LS0jBixAhs374de/fuxcmTJ5GVlRXUhU79wb59+1BaWoqFCxcSsdKC+PxNi0Qixkly0KBBOHnyJNauXYtNmzbhtttuY7qoBQIBIiMjkZiY6FNkQ2RkJLp164bs7OwG13GXGCcQWoqioiJW/H9mzpyJl19+2SO6pKVQKpWQSCSQSCR4/PHHmeUNZScFqp/URSIRwsPDERkZ6ZEAzh0qnpiYiIiICA/xfO7cOVaO0Z9s2LABIpEIMTExTI6i+Ph4hIWF1XlQ8LWURUZGRrMi4K5Hbm4uhg8fjvvuu49Z9sILLwCoLri4b98+XL58mclmazQaMW/evIDZw2WKi4tx8eJFPPHEE2yb0upotjR0uVx1sgG6w1T//vtvlJeXM1Eq3mAwGJCTk4P777+/uaYRCH6jsLCwxUXyc889h3HjxuGWW25p0f26ad++vUf0nreYzWaUlZUx+UYqKytRVFSEc+fOoaqqCjqdjiktQVEUXC4XcnJy8MgjjwTgKFoGnU6HH374AXPmzEFeXh7S09MZPyOr1VrHP8dqteLuu+/2uv2srCwMHjwYLpcrIL2k+fn5DQ7N9u7dmxPlALiA2WzG888/jy+//JJtU1olPgmWpUuXYuLEiWjXrh30ej2+/fZb7N+/H3/++ScA4LPPPkOPHj0QFxeHo0ePYuHChXjmmWc8xv7Hjh2LadOmMer02WefxZQpU9C+fXuUlJTgtddeA5/Px6xZs/x4mASg+imKawSLo2VL+9ls3LgRAILyKVYqlaJDhw7o0KGD19u88cYb6NmzZ+CMCjDp6em46aabAuZAnpaWhs2bN+P999+vc87UV6navRy41uvlLkTozrjrLniamJiICxcuYMCAAQGxPVRwOBxYtWoV1q9fT5LBsYRPgqW8vBwPPPAASktLERERgb59++LPP//ErbfeCqC6FPvSpUuhVqvRoUMHvPTSS3jmmWc82nAPGbkpKirCrFmzUFlZibi4OIwaNQrHjh3jVEbPYLmpXg82o1zqw2QyBY3fQkv+B/bt24d9+/bVqV8VyuTm5noMOwUbZ8+eRZ8+fQLW/g033NDkpHo0TcNkMqGiooIpeeHOAL1u3Tr06NEDIpEIo0eP9q/RQY5Go0FWVhauXr2KiooKmEwmzJ8/Pyhz54QKPgmWTz75pNHPV65ciZUrVza6jjtLrpvvvvvOFxNYgeSHCAznzp3z6Sm8NZCXl4e33noLf/31F9umtChGozHglZcDyeXLl72u6tzSUBQFuVwOuVxe53w7dOgQ1qxZw4mU/1xBr9djw4YNiIuLQ69evTBmzBjExsaS+wAHIO7NBNY4e/Ys5xLZNURLXKxMJhPmzJmDX375hURzBRmVlZWN5o7iKjabjYiVGmi1WqxevRpLliwJ6gKPoQq5KrYSHA4H554Qrly5EhRZbi0WS8DHrN3hyxs3biRdzkEK186vUOHkyZPYvn07Dh48CJvNFrD9VFVV4f3338fSpUuJWOEoRLC0Ei5cuMC5J8CSkpKAhmr6i4yMjIAn3Js7dy4WLFgQND1OwQZN0yHji9ZaOH36NN555x0YjUaMHDkSCoUC69evx1dffdVo9fWmsnbtWixdupT1EhyEhiFDQq2E06dPcy4Kw+VyBUXSpUuXLgW0QONrr72Gvn374vbbbw/YPlo7s2bNqle0XC+njDuflDufTHR0NOLi4hAXF4f4+HgkJCQgLCyM9K74mW3btgEAlixZwixLSkrCgAEDkJubizfffBMvvfSSz9cPl8uF4uJiZGVl4dKlS+Dz+ejVqxdcLhe6detG8ntxHO7fLQh+4dKlS7j33nvZNsODYHni/eWXX1BeXo6///4bFEWBz+eDoijweDzweLwG52suq72NeyosLIRCoSClJnzg/9u777imzvZ/4J8EZMgIWxAQRFDRqljcA3FUqxVx1NE+jtbZam2rdeAev1Z9auso+qjt09ZVqy3WvbUqULUookUQGRVEdhhJGCEk5/z+4EseKStAkpOE6/168WpNTu5zHU7IuXKf+75ulmURGxsLR0dH2NnZqXSRqVr7rLHKysqQm5ur/BEKhUhJScH9+/dRWFgIkUgEmUyG3NzcphwK+QeFQoHQ0FAMGDAAffr0qXWb9u3bY8qUKbh27RpGjx6tUrtSqRQXLlxAcnIyOnfujA4dOmDIkCFgWRZ//fUXFAoFldLQA5SwtBAvX77kpLS8Pvvpp59w+PBhTJgwAR988AEYhoFCoVD+MAwDuVxe6+N1bfPqf+VyOZYuXYp79+5xfaicEolEiI6OxuLFi+Ho6Ig2bdoof5ydneHs7FytKuzDhw+xaNEi5fpjVWN+Xu3l+GePh0KhaFJs5ubm8PDwqLcKb1ZWFtatW9ek9kklhmFw6tQppKSkYPr06Q3WPfL19cWlS5caTFgSExNx/vx5mJmZ4c0338SkSZNqbPP66683K3aiPZSwNEBfegEaolAodK7mia52o1+8eBGhoaEYPHgwLl26pJyxU9Ur0qpVK7XsJzExkaZ1o7L37+2338b8+fORnp6OzMxMpKWlITo6GoWFhSgsLIRcLgfLsuDxeCgrK8P27dsxePBgrkMHUFk0rmPHjlyHoZfKy8tx+PBhSCQSvPXWW7UmFHURCAQoLCyEra1tjeeeP3+OsLAweHl54dNPP6VZdwaCEpYGyOVytV2gyP/IZDKdS1iuXr2K3bt347XXXsP58+c1PjOoXbt2KCoq0ug+9MHTp0/h6+uLDh06aHSBP02JjY3Vi9lu/ySXyzm9kCcnJ+PYsWOYN28eXFxcGv36qVOn4ssvv8SCBQtga2sLhmHw9OlThIeHw9XVFUuWLNGLMXJEdXQ2GyCXy+lNrwEJCQk6s3T933//jWXLlsHY2BhhYWGNWpSuOT777DNaQA2V6+SMHz+e6zCaLDExUS/XQcrIyKi1d0Ib0tLScPbsWaxbt67JX1wsLS2xcuVKXLp0CWKxGHw+Hx07dqQVlA0YndUGSKVS+hasAbowa6mgoAAff/wxFAoFDhw4oPXlIOLi4rB3716t7lMXpaWlcf5eaI7i4mKdWkpEVcnJyZx9abh58ybmzZvX7F5WCwuLRi0iSfQb3dhrgEwmU+tUt4yMDERFRUEikaitzYZoomZBc8XHx3O22JpMJsPEiRPx/vvvY+3atfj55585ueBYWlpqfZ+6SCaT0e+CA+bm5rh+/ToCAgIQHR2t1X1LJBKqsEsajXpYGiCTyXD8+HGEh4dXe7yh1VFrk5+fD1dXV7i6umLPnj0oKysDj8er8bpX60FIpVKYmpqCz+fDy8sLnTt3hkwmg7m5OZydneHl5YW2bdvWW+woMTGxSfeINenFixcaXSyuNizLYsuWLYiMjMSyZcswfPhwre7/n6jmA+HSgAEDcPPmTWzevBmhoaEYOHAg5syZQwNUic6ihEUFy5cvx7hx47S+X4lEAqlUCkdHR8jlcjx48ACxsbEwNzdHeXk5oqKi8Ntvv0EkEqGioqLOdoRCIRiGwfLly2FmZgZTU1M4OjrCxcUFbdu2hbu7OxwdHbX6QcUwjFYHMx89ehRHjhzB9OnTcenSJa3ttz5WVlY4e/YsJ+8toj4ZGRmYPHkyeDweTExMMG7cOEyZMoXrsFS2dOlShIeH46uvvsJbb73V4JRidTCU2ZdEuyhhaYBCodD4bJG6WFlZKbtNjY2N0a9fP/Tr169RbbAsi9TUVOTn58PY2BhlZWUoKSlBTk4OkpOTcefOHQiFQkgkEjx69AjPnj3TxKHUGpc23L59G9u2bcPAgQNx+fJlnZqZ5OPjg4yMDK7DIM10584d5f8XFxdj1qxZepWwWFpaYsyYMTh48CCcnZ01vj+WZTn7TCX6jRKWBnCZsKgDj8dD+/bt0b59+wa3DQgIwLRp0zBhwgS4uLjAxcUFrq6uerkQWHJyMpYtWwY3NzecPn1a526/LFy4EEKhED///DPXoRA14vP5ersWDcMwmDZtGszMzGBmZgZzc3O0bt0aFhYWyv9aWFjA3t6+WsG258+f48yZMzA2Nq5xe7uqdg7DMPDw8MCAAQMglUphb2/PyTES/UYJSwO0mbCI83KR83cywAMcPdqjnPcI1lZdYW5ec9FCaUkFZGVyWDuoZwru2bNnwbIsJk2aBKFQiISEBOTn56OgoEDlFVJbtWoFOzs72NvbKyuWOjs7o23bttXG2Wi6d2XFihV4+fIlvvvuO52dveHk5ISMjAw8ffoUr732GtfhcEYqlRrUFNTHjx/rbTHAsLAwMAyD4uJiiMViSCQSFBcXK/9bXFyMkpIShISEYNSoUeDz+YiKikJMTAw+/vjjBm8pJycn4/r16ygtLcX06dO1dFTEkBjOJ4UGqfs2gkIhRXl5NszNPZRtRx4/jD9P/aLcxsZbBM/hmRgeLgQASCy88F20O1iWAcBDrlsvtC3th55D2iNgWtOqbDIMgz179uDq1avw9fXF7du3mzWOpaSkBFlZWdV+/vrrL2XiI5fLldtmZGTgjTfegFwurzWpMDMzg0AggK2tLezs7ODg4KBcdM7BwQEuLi61joG5ffs2MjMzcezYsSYfhzZs3LgRhw4dwubNm3HixAns2bMHMTEx+OGHH7gOTavi4uJ0bhXx5oiLi9PrFbf5fD6sra1hbW1d5zZXr15Vfk5ERETgs88+U6ltb29vjS4iSgwfJSxaVFaWgcSkzRAKrwMA7OwGw6/HD+Dx+MpkpRXPBO2tuqOtTyZKSmVg2HzEsZ54eM0RfYXpKLIwRYqTLZxe3sd/x4TBLXcwFh2KAAD8581TGNxG9Q+Eb775BiKRCGfPnlXLgFsLC4tGfSht2LABw4cPR0BAQLXHWZZFcXExsrOzkZOTg7y8PAiFQjx8+BCxsbFISkqCt7e3ck2esLAwAJX1PDZu3Ihr1641+1i0ITg4GGlpaRg9ejScnJxQXFzMdUhaFxcXBx8fH67DUJtnz54ZfO/Bq1/gDKl3jOg+erdp0Z271S/MBQUREL2Ig1GqLTo49URKbgwqWBkSxQ/AJLyHcEzETFQu2iZ4vRg7X4aie9ZLdErLxwsbE4xOz8ZU9whle5/c3YuH43c2GMfz58+xcOFCODs74/vvv+dsGuOzZ8+wevXqGo/zeDzlgON/XswuXLiAp0+fYtmyZQCgHNzIMAxGjBiBO3fu6M2HqI2NDdavX6/8d7t27cAwTIuaVvrs2TOMHTuW6zDUJj09Xa97WBrL2dkZ6enpcHd35zoU0gLoxye7gRAIekEkelDtMcm3heApitDLYiR6tR+JE8//DQBIK7KFF3gIbqXAGQsZ/p/xSfTy7AQzrzKY8JPhDQDy6u0XG/dEcnIyTE1N4erqCn7eUyA2DOi7ALD63+j/d999F/v27eN8/ROFQtHowbClpaXVBjWKRCJMmTIFcrkc+/fv19kxK6p4/fXXW1SyAlT2ihnSGB6GYXRukVF1E4vFOH36NNLT0yGVShEcHMx1SKSFoIRFBeoaJPp6z8O4eauyBLkCfMzk/YoddqUIyFMot/Gy6oEX/O4wQmW3a8cKIwAsXpcvhhiAtVn1b6PRf2Vge7sZeK7wgl/cr4hJ34WcGHv0ca5AH35M5UbxZ4CPHypfc+rUKYwfPx7t2rVDeXk5FAoFTp8+rRc9E2VlZdXW+rly5QqH0ajP33//DQcHB67D0Lrs7Gxs2LABNjY2yvFK9vb2cHBwgJOTE5ycnHR61k1qairEYrFyoLmhe/LkCYYOHQp/f38EBwfrVJkAYvh0/wplQPh8UwwfloKKChEyZXwgKgXLepoj6ur/xi4UmQyH8SuV9J+bsRghvglYj6/RXrzMBrwLrTERVwEAUiNjnBjXD29M+x0VJy2Aqs/PgpRqr3N2dsa9e/eU//7www8RERGBoUOHqu1YNaWsrMwgS3pv2LABEokEy5cvh7W1NWxsbGpcxO3s7GBpaQkzMzODuVBYW1tjzpw5yMvLQ35+PvLz85Geno6ioiKIRCKIRKJqg7XLyspw7tw5DiOu7v3334e/vz/EYrFyFk1jarDk5eWhU6dOsLa2Vg4y/+c5t7e3h4WFhU58obh8+TJWrFhhMO8/ol+4/wtogVq1EiA8sbJgGMPjISDACIuvJ6Pzi1tg5QrwvN6DiAVeOBrD+/G/8ZqkFJK/L8HIwQeJ7EBYBMZC1JWB/HszSC0scDGostfFIzUV7Z+8ADsc6CwYjEzpZjCwh9M0c9TVSX3y5EmUlpYiMDBQOwf/f8RicZNqo5SVlaFNmzYaiIhbEokEoaGhyot2UVERCgsLkZCQoLxwFxcXQyaTKasa17aUwz8ZGRnB1NQUAoEANjY2sLOzU14EnZyclDOvzM3NObkIGRsbo2vXripvP3z4cGVCYG5uDisrKwgEAlhZWaF169awtraGh4cH/Pz8tLISsYODA7766qsmv760tBT5+fkQCoUoKChAfn4+CgsLkZaWBpFIhKSkJBgZGSlrmfzTq++BuvD5fJibm8PS0hJWVlbKWUBV74lX3xe2tra13tKKjY3F1atX0bNnT0pWCGcoYeEAw7JYnpsHAGhVIcOFpXOUz3nygD/sjVHu5oZzfYKw5DHAYwGAhUKYCADYnD8L1xM80GX8QZgrXNG2tAg3XG8A7QF7kQmG33VAJ2YqeP93W0l4To62fjXjOHnyJPbt24dr165p/UMoMjKySWsJ/fOWkKHg8/lwd3dX++DFiooKSCQS5OXlITc3F0KhEPn5+Xjy5AkKCwtRVFQEsViMtLQ0lUqyVyVHRkZG1XqCXr2V4+joCCcnJ9jZ2am9htGNGzcAVF6oxWKxMsErKChAcXExRCIRIiIicPDgQZSVlcHExARHjx5VawxV1HGruHXr1mjdurVGB63K5XLl76qwsFB53ouKipCRkVGt3kpJSQkUCkWNNlxdXbFjxw5KVginKGHRIpZl8cOySJRL5ejZ0xwxHcww8l7EPzYCBv5xByyAnFYmuNF/BIbfvY7b7bpg8IunON/PH7PcT+COmxlSAdhJjfHU9qny5fkCGX4RyNDx5WMMlPgBAOze7VxrPPv378emTZs4+RC6e/cuRo0a1ejXlZeXw8LCQgMRcefu3bsam9pbVczPzs4OnTp1Ulu75eXlEAqFyM3NVd7Oyc7OxtOnT5UXw5KSkjov6qmpqfD09GxybxmPx4NAIIBAIICXl1et27Asi6lTpzapfVWIRCK9qAJtbGysfA801ZdffknJCuEcJSwNqCotrY52/vPhTeW/xz4oxV9efExw/x7lngxMU6vPDuEBsH2YhUsdRyO+vQ/QHjjUSYjvr22FR8d8AK4AgAKzglr3d8kmEgMlfrCf0RFmHWxq3cbS0hIDBw5s9rE1RVJSEtatW9fo1xliD8vhw4dVLr6lK6pmorm6ujb6tRkZGdi4cSO+++47DURWfT+avC0UGxsLDw8PjbWvS3r37o0HDx6gV69eXIdCWjBKWBpQV10MuVyOY8eOQSwWQ6FQwMPDA0FBQbV2gaeJ0zD21Fh8gN3VHg8t+hjmHuXIXwGYJPBgHGOD3KzRaJPzAEYVLxHlVP2Wyf4b28G2AkwUDGKfv4CIz0MFY4Je0v8C/HKY2EfA1KEyKVpqNgBtlvqilVPtM09YluV0EJ9CoWjS9E9D7GHJyclpURVAo6Oj0blz7b1+6vTs2TPExMRg3bp1cHZ2Vs46cnZ2houLC6ysrJr1ZeTJkydaOQ5dEBgYiI8++ogSFsIpSlgaUFsPS2lpKb788kvMmzdP+Q0zOTkZn3/+OebOnVvjW+fYU5WDYuPa/IGuOZU9GmXmWUhJ6YPX/S8AAGSdWWTIByHfaCheug1FdMetSM51q9aOMcOAxwP+6GsL12wpwALouxJzkr3hYd8aQzzeBApkaNfFDjx+/R/EycnJcHJyavLvhStSqdTgEpaW1tUeGxvb6FXHm2Lo0KE4ffo00tLSkJ6ejpycHMTHx6OgoACFhYUoLy8H8L+xKCKRCMHBwVi4cKFK7ScmJmLOnDkNb2gAeDyewdeXIbqPEpYG/DNhKS0txb///W8sW7as2vRab29vrF27Ftu2bcN7771XLWlZ0XsFvrz/JSK8fsEfHmGYmDoZLF+O4f0mo1+/LYgXZ2Hi42x06O+EI7M8YFwsx1S7n5GScQ/WcnPEsL74USLGB6NOIP1GKnyvncWodvcwLHAeunVajHWdX7ngNTxuEkDlmju9e/du9u9H28rLy2Fpacl1GGpz584ddOzYtLWg9FViYiIWLVqk8f3w+Xzlwpv9+/dvcPsjR46grKxM5fazsrJa1LlrSb2ARDdRwtIAhmHA4/Hw9OlT3L17F1lZWTWSlSpGRkYICQnBtm3bMHfuXOWAwhldZmBGlxkoV5QjsSARvva+MOb/71ffw94HKcNeGXQpAABLOHhX9sz4AngXbZGVlYWvr55Ar0ET0aX9Yvx57088if0Z7777bqOP688//6xWFl6bioqKmjwORSaTGdQYlkOHDmHFihVch6FVpaWlsLGx4TqMGuLj4zFx4kSVt2/qbU1CSNNQwtIAe3t7/Prrrxg4cCAmT57cYNEyIyMjrFy5Elu2bMHYsWPRrVs35arCpkam6OZY/1RehUKBZ8+ewcnJqVrl0/T0dBw+fBjb/t9G5diT7t27448//sC5c+cQFBTUqOMqKiribP2P8PBwdO/evUmvNbSLhFAoRIcOHbgOg6By5lJT35ctwasF/AjhAiUsDWjbti02b97cqNcYGxtj7dq1iIyMxA8//ACpVAoTExPMnj273mJpmZmZ+PbbbzF48GBER0cjLy8PZmZmqKiogI2NDUJCQmoM6h04cCBCQ0ObdGxc+fPPP5u84B3Lsgaz3o66lnwg6iGXy5tUzLAluHTpUou6/UV0EyUsGsLn8xEQEICAgMoVmvPy8rBz50706dMHQ4cOVY6LkUqliImJQUxMDBQKBdauXasTJbg1KTk5WS/Hz6hbeHg4unTpwnUYpIkMbbA0y7LYs2cPgMqVxLt3746XL1/iyZMnGDBgAAYPHsxxhKSlM+wrow5xdHRESEgI7t27h9DQUBgZGYFhGJiamqJnz56YO3duk291NPaDs7S0VHmbigsMwzQ5KTOkXomjR49i7dq1XIehVVVjwvSdIb0Pq1RVMF64cCGEQiHi4+PRqVMnvPXWW1yHRggASli0rl+/fmqf0tmqVSsUFRWpPJDx5s2b8PPzU2sMpPHy8/NbTOGxKgkJCU0qNqdrXrx4AXt7e67DUCs+nw+JRAKgco2kqt5hQnQFJSwGYOrUqXB1dcWBAwfQt29fCAQC2NnZ1dmLERERgUmTJmk5ypYpIyMDf/zxB6Kjo/H8+fNq0+RLS0vrXNlXKBRi8+bNGDRokDbD1biHDx/C19eX6zBqKC8vb1Sv3+PHjw1ymm/fvn1x/fp1jBgxgutQCKmhUQnLvn37sG/fPqSmpgIAunbtivXr12P06NEAgJSUFCxbtgyRkZEoLy/Hm2++idDQ0AbXC9m7dy+2b9+O7Oxs9OjRA6GhoejTp0/TjqgFsrGxQUlJCbKysvDXX38pFzpTKBRgGAYsy8Le3h7jxo2DlZUVUlJS4O/vz0mseXl5BlVHhWEYJCQkICIiAg8fPkR+fj7KyspQUVGhXA3Xz88PU6ZMgZ+fn8qLAUokEvTp0wcLFizAp59+qtmD0KLY2FiMHz+e6zBqePToEczMzFTuqYyPj0ePHj00H5iWBQYG4vTp09i7dy/mzp1Lg5CJTmlUwuLm5oZt27bBx8cHLMvi0KFDCA4ORkxMDDw9PTFy5Ej06NEDv//+OwBg3bp1CAoKwr179+qc2XHixAksXboU+/fvR9++fbFr1y6MGjVKObWXqM7FxQUuLi61PpeXl4fDhw+Dx+OhoKCAs5k2t27dwuuvv87JvpuKZVk8f/4c4eHhiIqKQl5envI5Ho8HFxcX9O7dG6tXr0a7du3UMkbDysoK8fHx2LNnD0aNGoWwsLAGp9Trg5KSEp28CD58+BCZmZn45JNPUFpaWus5fPWxmJgY3Lp1S4sRViotLcXJkychFovBsiycnZ0xceJEtf49jx8/Hnl5edixYweGDBmCAQMGqK1tQpqDxzZz9JidnR22b98Od3d3jB49GoWFhbC2tgZQWera1tYWV69erbOLsW/fvujdu7dydDrDMHB3d8fixYsREhKiUgxisRgCgQAikUi5b1I7kUiE9957D1u3buVkHZTPPvsMM2fObPK302nTpoFlWbUNeuTxeEhKSqq1e79qHzweDw4ODvD390dgYKDW66bExMRg8+bNsLGxwaRJkxAYGKi3vVQzZ85EaGgoBAIB16FUs3z5crzzzjsqJ9Nvv/02vv/+e1hZWWkt+WdZFps2bcJHH32krNGUlJSEsLAwhISEaGQw86FDh9CnTx+dvI1HDENjrt9NHsOiUCjw66+/oqSkBP3790dKSgp4PF61b09mZmbg8/mIjIysNWGRyWSIjo7GqlWrlI/x+XyMGDECd+/erXPf5eXlynVAgMoDJqoRCAT47bffsH37dtjZ2Wm9Fys9PR3dutVfPK8+x48fV2M0QEFBAZYsWYJDhw6ptV116tmzJ06dOoWBAwfiwYMHOHjwINLT07Fjxw7OVttuKqlUqnPJCgBcvXoVn3/+ucrbz5gxA4sXL4ZUKm3Siu58Ph9WVlawtraGtbU1BAIBbG1tYWtrCzs7O7i7u9cYkH3v3j288cYb1QpK+vj4YPz48Thz5oxGbrXNnDkTu3btooSF6IRGJyyxsbHo378/pFIpLC0tcerUKXTp0gWOjo6wsLBQVnllWRYhISFQKBTIysqqtS2hUAiFQlFjjEubNm2QkJBQZwxbt27Fpk2bGhs6+T88Hg+ffvopQkND8dlnn2l137pW+O2vv/7Sm0qzbm5u2LhxI4DKWwM9e/bEiBEjsHnzZoObsaJtHTp0aNStquDgYAQHBzd5fxUVFRAKhcjPz0d+fj4KCwtRWFiI5ORkiMVinD9/Hg8ePFBuX1JSgmvXrmHdunU12vL19cVvv/0GW1tbZGZmoqioCN26dcPAgQOb3ety8OBBldZhIkQbGp2wdOrUCY8ePYJIJEJYWBhmzZqF27dvo0uXLvj111/x4Ycf4ptvvgGfz1d2sar7ArVq1SosXbpU+W+xWMxZmXl9ZWJiAmNj4yZ9OzQk8fHxelnBs3Xr1nj27Bnu3r2LWbNm4fz581yHpNdUHQytLq1atap3zFl8fDwAIDc3F2FhYWAYBosXL67zb3XOnDnIy8vDa6+9BoFAgOjoaGzevBmrV69ucs2l/Px88Pl8raysTYgqGp2wmJiYKO/3+/v74/79+9i9ezcOHDiAkSNHIiUlBUKhEMbGxrCxsYGzszO8vLxqbcvBwQFGRkbIycmp9nhOTg6cnZ3rjMHU1FQnB+7pmzZt2kAoFMLR0ZHrUDiTkpKiN/Umahu34+Pjw2kRQKIZMpkM27dvh4uLC2bOnNngmCVnZ+dqn5l9+/aFp6cnduzYgRUrVjTpS8mDBw84m01ISG2a3fXBMEy18SRAZSJiY2OD33//Hbm5uRg3blytrzUxMYG/vz9u3LhRrb0bN25QN6QWBAQE4NKlS1rbX2pqqs7dusjIyECnTp24DqPJzMzM8PDhQ7x8+VI5pZphGK7DqpVcLm/RvXmNce/ePcyfPx/Tp09v8gDrNm3aYOzYsThx4kSTXv/s2TO89tprTXotIZrQqB6WVatWYfTo0WjXrh0kEgmOHTuGW7du4cqVKwCAH3/8Eb6+vnB0dMTdu3fxySefYMmSJdUuCMOHD8eECRPw0UcfAQCWLl2KWbNmoVevXujTpw927dqFkpISvP/++2o8TFKbtm3bQiKRIDMzE23bttX4/m7duqVzawgxDKPXPRSWlpZYtmwZPv/8c8hkMshkMsjlcuVMKlUThFe3zczMVN6qqLqdW1ZWBlNTU+U2Vb09ZmZmsLKyUg4grao9U/Xj4OAABwcH2NraIjExsc5bIFxqbNE4TYuOjsbs2bPVMji5a9euCA8PR1ZWVqN/923atMGDBw/Qq1evZsdBiDo06q80NzcXM2fORFZWFgQCAbp3744rV67gjTfeAFCZka9atQoFBQXw9PTEmjVrsGTJkmptVN0yqjJ16lTk5eVh/fr1yM7Ohp+fHy5fvtxgsTmiHh988AG2bduGd955p85bd+oSFRWl9UG+hqSusWCLFy/WciSVWJZFSUlJjYGjRUVFyM7ORlFREcRiMSQSCUpKSiCTyWqt7isWi3H58mVOjgGoLBrn6enJ2f5fVVJSghs3bmDLli1qa3PevHn44osvsGbNmloTs5KSEuzfvx+mpqaQyWR4//33YWtri6lTp+LYsWPIzc3FmDFj1BYPIU3GGgCRSMQCYEUiEdeh6CWFQsF+8803bExMjEb38/bbb7MMw2h0H401efJkrkNQ2ZQpU7gOQSO4Pgd79+5lf/75Z05jqHL8+HE2PT1d7e2mp6ezP/30U43HS0tL2fXr1ys/O8vKytitW7eyERERym3OnDnDXrlyRe0xEcKyjbt+6878UsIZPp+PxYsX4/79+4iKitLovmgMA9E1sbGxOjETJjU1FdnZ2XBzc1NruyzL4uzZs7WO1bpy5Qpmz56tLNhlZmaGkJAQMAyDXbt2ITQ0FE+ePKGlUohO0J0bt4Rz8+bNw65du+Du7q6TYw2IYWLVVLW4qYRCIeerZmdnZ+Pnn39Wubq3qhQKBWbPno0NGzbUesu3tLS01kG9AQEBejN7jrQc1MNCqvnoo49w4MAB5TLz6sL1Rak2RUVFMDc35zqMFk2hUOhEIUEue/5iY2PxySefYPny5WqPY8uWLVi0aFGtyQrDMPj7779hZ2en1n0Soincf1IQnWJsbIwVK1bg22+/VWu7T58+1cpMpMaIjY3l/Jt1Yxji7TRdnOqubTdv3sSJEyfUPlOJZVkUFxejS5cuNZ7Lzs7G559/jlmzZhnk+4oYJrolRGpo3bq12gvzRURE6NyU5qdPn+pVlVtd7KVqrtu3b+vc+0LbysvLNVJxmsfjYd26ddi7dy98fHwwZswYJCcnK2dhrlixAmZmZmrdJyGaRD0spFbq/vCMjo7WuXviSUlJVBiLY3/++SeGDh3K2f51oZhd165dkZSUpJG2LS0tsXLlSvTs2RNHjhzBy5cvsXTpUsyYMYOSFaJ3qIeFaEVhYSHatWvHdRjVvHz5klah5ZipqSkiIiIgEonQpk0bODo6NmtdH6lUChMTE5XHxejCbUEzMzPIZDKN7qN9+/aYN2+eRvdBiKZRwkJaLIVCQWtScWzlypU4dOgQ/vrrLxQVFUEikSir9Nbm1arMLMvC1NQUtra2sLe3h729PQ4cOICuXbs2ePvMwsICLi4uePHiBd588021H1djxMfHY8iQIZzGQIg+oISF1MoQx0voO0M8J66urli9erXK20+ZMgW//PILgP9V2s3KykJ2djays7Ph4eHR4No5LMsiPz8fz58/R1paGoKCgpp1DM2RlpYGhmG0vlo0IfqIEhZSKxsbmyatP1IbXV2MT99wPdZC1/B4PFhaWsLHxwc+Pj5ISUnBrVu3VHpd1RpHXA34ZRgGV69eRVJSknJdNUJI/ShhIbWaPHkytm7dijVr1jR7cUBdnNJM9E9+fj4sLCzqfD4qKgpdu3bVYkSNw7IsTp8+jfT0dDAMg4CAAM5vRxGiTyhhIbUyNTXFwoULsX37drz22mvw8/ODm5tbk4p8hYeHo2/fvhqIkrQk0dHR9U5Df/z4MSZNmqTFiFSXmJiIX3/9FcHBwZgwYQLX4RCilyhhIXVycnLC6tWrkZycjMePH+PChQtQKBTK59u3b48ePXo0uPZJdHQ0Nm/erOlwG0UikejdgFtDHMPSGDExMfDz86vz+dTU1Hqf58rNmzfx8uVLrF69mm7rEdIMlLCQBnl7e8Pb27vaYwzDIDU1FVFRUQgLCwOPx0O3bt0wdOjQGh/KIpGo2i0hlmXx4sUL3Lt3Dzk5OeDxeBAKhVAoFHBwcEBQUBA6dOig0WN68uQJ59NZSePEx8fXOzVXJpPpRJn/f3r06BGWLFnCdRiE6D1KWEiT8Pl8eHl5KdcoYRgG586dQ2hoqPJ5CwsLCAQCZGZm4sKFC0hNTVUOwPXw8EBgYCDatGlTrV2FQoHTp0/js88+w4YNG+Dj41Pr4mzNFRcXBx8fH7W3q0kt/dt5WVlZvevejBo1Cv/6178aHOStUCiwd+9eODs7qzvEWsnlcigUCpoJREgz8VgD6GcWi8UQCAQQiUTKZdIJt1iWRWlpKUQiEaRSKXg8Htzd3VVeL0UikeDx48dITk5GcXGx8nFLS0uMHj26RqLTWCEhIXj77bfRq1evZrWjTVOnTm1wyq4hCwgIQHh4eLPbWbp0KWbPnq21KscZGRk4duwYunXrRoNsCfmHxly/qYeFaASPx4OFhUW9szrqY2VlhUGDBmHQoEHVHi8qKsKZM2dQUVGBuXPnNjm+ly9f1roonC7Tpe8Wcrkc9+/fR0xMjHJcU35+Pvr27YvRo0erZR937txBeHg4HB0d4ejoqLYekczMTHTu3FktbanC1dUVy5cvx7Vr13Djxg0MHz5ca/smxJBQwkL0io2NDWbNmoU7d+7g5s2bTV6HRiaToXXr1mqOzvClpqbizJkz4PF46NevH+bPn1+t1+z27du4cOEC3nrrrWbva8eOHZg/fz5ycnKQlJSE9evXN7tNALC1tcW7774LhmEQFhamljZV8cYbb2DdunWUsBDSRJSwEL00YMAA7N69m9OF8wxRSUkJ7t69i4yMDFhYWMDT0xNubm6IjY3Fo0eP4OnpiQ8//BAmJia1vn7IkCHKcUzNxefzMXLkSLW09ap9+/YBqKyaq22ff/455syZA09PT63vmxB9p3tD6glRkZmZmcZWuW2JMjMz8fXXX6Nt27aYMGECBg0aBLlcjsjISDg6OmL58uWYPHlynckKUHnbqqUPDq7P3LlzVarGSwipiXpYiN6aP38+Tpw4gbNnz8LBwQE9evRAt27daDZGE7Asi//+979Ys2aN8vdnbW3d6HEjKSkpaN++vSZCNAjffvstdu/ezXUYhOglSliI3uLxeJg2bRqAylovjx8/xp49e+Ds7IypU6dqZJ+5ubkIDw9HVlZWtZ4EhUIBV1dXjBs3rt4eCF2kUCjw9ddfY8aMGc1O9u7evauW8StSqVTlGWX6pKKighJqQprI8D4RSIskEAgQEBCAgIAAHDlyBNnZ2XX2Dqg62yYjIwMikQhRUVEQi8UAAEdHRwQEBMDV1bXG9mlpadi9ezd69eqlF2NrhEIhfv31V5SVlWH69OlqWe+pqKgINjY2zW7n7Nmz8Pf3b3Y7dSktLW32GllNcebMGYwbN07r+yXEEFDCQgzOmDFjcPHiRcyYMaPW59PT02Fvb1/n6+Pi4nD+/Hl4eXlBIBBgwoQJEAgEDe7Xw8MDy5cvx9WrV7F9+3YEBgaie/fuOrUEwP3793Hv3j2wLAuBQIAZM2aotTDfuHHjsHPnTixdulSlsSzz589HUVFRjcczMjI0OtaDYRiIRCKVB97y+XwMGDAAH3/8cbP2m5OT0+BSFoSQ2lHCQgyOvb09hEJhnc8nJSXV2kMCVN5aunDhAlauXNnk/Y8cORKBgYF48OABfvjhBzAMU61Xx9zcHJ6enmjfvj08PDy0dovgp59+gkAgwKJFizRWwt7DwwNvvvkmTp48ibfffrvB7UUiEX755ReNxFIfS0tLnD9/XuXtZTIZpk2b1uyEJSAgADdv3sSIESOa1Q4hLRElLMQgdejQAadOncLIkSNrFK978eIF3N3da33d9evX8e677zZ7/yYmJhgwYAAGDBhQ47nS0lKkpaUhISEBly5dglQqRY8ePTB8+HCNzbB58OAB7Ozs1FbUrT5du3bF1atXVdpWl4rh1cfExEQtY2q6deuG7du3U8JCSBNQwkIM0rhx45CQkIATJ06grKwMQOXFsVWrVkhLS8OwYcNqfV16ejomTZqk0dhat24NX19f+Pr6Kh979OgRvvzyS3Ts2BHBwcFq7wEJDw/Hp59+qtY26yMSiVRaP6e8vFxLETWPuhIrHo+Hdu3aITU1lWqxENJIlLAQg9W5c+caJdiLiorw448/4s8//0RKSgpGjx6Ndu3aAais4qqJhRZV4efnBz8/PyQkJGDTpk1YvXq12sa+3Lp1Cx07dtTqSsaurq4qzYhxc3NDZGRkjSUYdE1ubi6srKzU0lZQUBCOHTtW78rThJCaKGEhLYqNjQ2WLFkCoLKq6+XLl3Hq1Cnw+XzY2tri/fff5zS+zp07Y/78+Th16pRyynYVuVyOn376Cbm5uTA2NoZCoYCjoyNGjx6tXMWYZVll8bbi4mIcP34c1tbWGpvmXRc7OzsUFBQ0OPPoq6++wuTJkxs1noQLCQkJysS2uSwsLFBaWqqWtghpSShhIS2WhYWFxm//NIWrqysyMzOrPVZRUQFra2sMGzYMLi4uysdzc3Nx9uxZ5YrWPB4PPB4PLMvCzMwM48ePh6Ojo1bjByrHscTGxjaYsJibm8Pf3x9Hjx7F9OnTtRRd4yUmJsLLy4vrMAhp0ShhIUQH+fj44MiRI5g4cSIKCwvx/fff49///jfatGlTbTsnJye899573ARZj06dOuHcuXMYNWpUg9tu2rQJI0aMwOTJk3VqCvirUlNTERQUpNK2crkcEokEtra2tT5///79OmepEULqRgkLITooKCgIL168wPHjx2Fqaoq1a9fqVYVUHo+Hzp074+7du+jfv3+t2ygUCoSFheHkyZOQyWR49uwZunfvruVIVZOenl5jPNQ/nTt3DklJSWjdujUiIiLg7e0Ne3t78Pl85eyv8vJy+Pj4qDTlmxBSHY/Vl3mF9RCLxRAIBBCJRLC2tuY6HELI/zl+/DhkMhmmT58OPp+PgoIC7Nu3D9HR0eDxeBg8eDAWLFgAc3NzrkOt165du3Dnzp1qj1XdemMYBmVlZVi9ejUGDhzIUYSE6KfGXL8pYSGEaFRKSgp++eUXXLlyBc7Ozpg+fTrGjBmj1VlLmrRnzx506dKlzqnyhJC6UcJCCNE5KSkpuHDhAhiGgampqXJGEwC0atUKxsbG6Ny5M/r376+xAnqa8Ntvv6Ffv35qWYuJkJamMddvGsNCCNGKDh06KEvby+Vy8Pl8ZS9LRUUF5HI5YmJi8NVXX8HNzQ0TJ07U2UG4ryooKFDLgo+EkPo1qk9237596N69O6ytrWFtbY3+/fvj0qVLyuezs7MxY8YMODs7w8LCAq+//jpOnjxZb5sbN25UTsWs+mlocBshRL8ZGxtXuyXUqlUrmJubY8CAAVi+fDkGDRqEOXPm4OHDhxxGqZrS0lK0bt2a6zAIMXiNSljc3Nywbds2REdH48GDBxg2bBiCg4MRFxcHAJg5cyaePXuGs2fPIjY2FhMnTsSUKVMQExNTb7tdu3ZFVlaW8icyMrLpR0QI0Xvu7u44evQobt++jby8PK7DqVNJSYle3b4iRJ81KmEJCgrCmDFj4OPjg44dO+KLL76ApaUl7t27BwC4c+cOFi9ejD59+sDLywtr166FjY0NoqOj623X2NgYzs7Oyh8HB4emHxEhxGAsWrQIe/bsgUQi4TqUWl28eFEniw8SYoiaPExfoVDg+PHjKCkpUdZZGDBgAE6cOIGCggIwDIPjx49DKpUiMDCw3raSkpLQtm1beHl54V//+hdevHhR7/bl5eUQi8XVfgghhsfExAQrV67EV199pZN/5/n5+XBycuI6DEJahEYnLLGxsbC0tISpqSk++OADnDp1Cl26dAEA/PLLL6ioqIC9vT1MTU2xYMECnDp1Ct7e3nW217dvXxw8eBCXL1/Gvn378Pz5cwwePLjeb1Rbt26FQCBQ/ri7uzf2MAgheqJ169ZYuXIldu7cieTkZK7DqUYmk+lVQT9C9FmjpzXLZDK8ePECIpEIYWFh+O9//4vbt2+jS5cuWLx4MaKiorBlyxY4ODjg9OnT2LlzJyIiItCtWzeV2i8qKoKHhwd27NiBOXPm1LpNeXl5tWXpxWIx3N3daVozIQasqtc2KysLgYGB8Pf35zSeiooK7Ny5EytWrOA0DkL0mVbrsIwYMQIdOnTAihUr4O3tjSdPnqBr167Vnvf29sb+/ftVbrN3794YMWIEtm7dqtL2VIeFkJaDZVncvn0b9+/fh5+fH9544w1O4rh16xZsbGzg5+fHyf4JMQSNuX43u9QkwzAoLy9XLpf+z+qVRkZGYBhG5faKi4uRkpJSbUVaQgipwuPxEBgYiOXLl0MkEiE2NpaTOGJiYnR27SNCDFGjEpZVq1YhPDwcqampiI2NxapVq3Dr1i3861//QufOneHt7Y0FCxYgKioKKSkp+Prrr3Ht2jWMHz9e2cbw4cOxZ88e5b+XLVuG27dvIzU1FXfu3MGECRNgZGSEd955R20HSQgxTJMmTcLNmze1vt/4+Hg4OzsbzPIChOiDRlW6zc3NxcyZM5GVlQWBQIDu3bvjypUryi7ZixcvIiQkBEFBQSguLoa3tzcOHTqEMWPGKNtISUmBUChU/vvly5d45513kJ+fD0dHRwwaNAj37t2Do6Ojmg6REGKoeDye2pOGqsUMLSwslI/JZDLk5OQgKSkJcXFxMDIywocffqjW/RJC6kdrCRFC9Nr333+PyZMnN/lvn2VZJCcnIzw8HMXFxeDz+TA3N0dpaakyGTIxMYGzszO8vLzQuXNnGBvTqiaEqAOtJUQIaTEmTpyIn3/+GQsWLFBp++LiYkRGRiIpKUn5WIcOHTBlyhRYWVlpKkxCSDNRwkII0Wu2traws7PDDz/8gGnTptVY10cqleL+/ft49OgRGIaBpaUlBg8ejFGjRlFZfUL0CN0SIoQYhMzMTJw/fx4ymaza4yYmJujVqxf8/PxokCwhOkardVh0ASUshBBCiP7Rah0WQgghhBBNo4SFEEIIITqPEhZCCCGE6DxKWAghhBCi8yhhIYQQQojOo4SFEEIIITqPEhZCCCGE6DxKWAghhBCi8yhhIYQQQojOo4SFEEIIITqPEhZCCCGE6DxKWAghhBCi8yhhIYQQQojOo4SFEEIIITrPmOsA1IFlWQCVy1QTQgghRD9UXberruP1MYiERSKRAADc3d05joQQQgghjSWRSCAQCOrdhseqktboOIZhkJmZCSsrK/B4PIjFYri7uyM9PR3W1tZch0dqQedI99E50n10jnQbnZ+GsSwLiUSCtm3bgs+vf5SKQfSw8Pl8uLm51Xjc2tqa3iQ6js6R7qNzpPvoHOk2Oj/1a6hnpQoNuiWEEEKIzqOEhRBCCCE6zyATFlNTU2zYsAGmpqZch0LqQOdI99E50n10jnQbnR/1MohBt4QQQggxbAbZw0IIIYQQw0IJCyGEEEJ0HiUshBBCCNF5lLAQQgghROcZXMKSmJiI4OBgODg4wNraGoMGDcLNmzerbcPj8Wr8HD9+nKOIWx5VzlGV/Px8uLm5gcfjoaioSLuBtmANnaP8/Hy8+eabaNu2LUxNTeHu7o6PPvqI1vPSkobOz+PHj/HOO+/A3d0d5ubm8PX1xe7duzmMuOVR5XPu448/hr+/P0xNTeHn58dNoHrE4BKWsWPHQi6X4/fff0d0dDR69OiBsWPHIjs7u9p2P/74I7KyspQ/48eP5ybgFkjVcwQAc+bMQffu3TmIsmVr6Bzx+XwEBwfj7NmzSExMxMGDB3H9+nV88MEHHEfeMjR0fqKjo+Hk5ISjR48iLi4Oa9aswapVq7Bnzx6OI285VP2cmz17NqZOncpRlHqGNSB5eXksADY8PFz5mFgsZgGw165dUz4GgD116hQHERJVzxHLsux//vMfdsiQIeyNGzdYAGxhYaGWo22ZGnOOXrV7927Wzc1NGyG2aE09PwsXLmSHDh2qjRBbvMaeow0bNrA9evTQYoT6yaB6WOzt7dGpUyccPnwYJSUlkMvlOHDgAJycnODv719t20WLFsHBwQF9+vTBDz/8oNLS1qT5VD1H8fHx2Lx5Mw4fPtzgglhEvRrzd1QlMzMTv/32G4YMGaLlaFueppwfABCJRLCzs9NipC1XU88RaQDXGZO6paens/7+/iyPx2ONjIxYFxcX9uHDh9W22bx5MxsZGck+fPiQ3bZtG2tqasru3r2bo4hbnobOkVQqZbt3784eOXKEZVmWvXnzJvWwaJkqf0csy7LTpk1jzc3NWQBsUFAQW1ZWxkG0LY+q56fKH3/8wRobG7NXrlzRYpQtW2POEfWwqEYvvrqGhITUOlD21Z+EhASwLItFixbByckJERERiIqKwvjx4xEUFISsrCxle+vWrcPAgQPRs2dPrFy5EitWrMD27ds5PEL9p85ztGrVKvj6+mL69OkcH5VhUfffEQDs3LkTDx8+xJkzZ5CSkoKlS5dydHT6TxPnBwCePHmC4OBgbNiwASNHjuTgyAyHps4RUY1elObPy8tDfn5+vdt4eXkhIiICI0eORGFhYbWlvH18fDBnzhyEhITU+toLFy5g7NixkEqltOZDE6nzHPn5+SE2NhY8Hg8AwLIsGIaBkZER1qxZg02bNmn0WAyVpv+OIiMjMXjwYGRmZsLFxUWtsbcEmjg/8fHxGDp0KObOnYsvvvhCY7G3FJr6G9q4cSNOnz6NR48eaSJsg2HMdQCqcHR0hKOjY4PblZaWAkCNMQ98Ph8Mw9T5ukePHsHW1paSlWZQ5zk6efIkysrKlM/dv38fs2fPRkREBDp06KDGqFsWTf8dVT1XXl7ejChbLnWfn7i4OAwbNgyzZs2iZEVNNP03ROqnFwmLqvr37w9bW1vMmjUL69evh7m5Ob777js8f/4cb731FgDg3LlzyMnJQb9+/WBmZoZr165hy5YtWLZsGcfRtwyqnKN/JiVCoRAA4OvrCxsbG22H3OKoco4uXryInJwc9O7dG5aWloiLi8Py5csxcOBAeHp6cnsABk6V8/PkyRMMGzYMo0aNwtKlS5VTaY2MjFS64JLmUeUcAUBycjKKi4uRnZ2NsrIyZQ9Lly5dYGJiwlH0Ooy74TOacf/+fXbkyJGsnZ0da2Vlxfbr14+9ePGi8vlLly6xfn5+rKWlJWthYcH26NGD3b9/P6tQKDiMumVp6Bz9Ew261b6GztHvv//O9u/fnxUIBKyZmRnr4+PDrly5ks6RljR0fjZs2MACqPHj4eHBXdAtjCqfc0OGDKn1PD1//pyboHWcXoxhIYQQQkjLphezhAghhBDSslHCQgghhBCdRwkLIYQQQnQeJSyEEEII0XmUsBBCCCFE51HCQgghhBCdRwkLIYQQQnQeJSyEEEII0XmUsBBCCCFE51HCQgghhBCdRwkLIYQQQnQeJSyEEEII0Xn/H5h5zxJxCeNhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now compute the mean and std dev of district vote in each HD ...  Using a local, not a global s.d.\")\n",
    "if not isBAF:\n",
    "    nVTDs = nHDs\n",
    "vS = 0.01 #counterfactual shift to assess responsiveness\n",
    "avgV = [np.average( [ eLean[e][d] for e in range(nElections)] ) for d in range(nHDs) ]\n",
    "stdV = [np.std(     [ eLean[e][d] for e in range(nElections)] ) for d in range(nHDs) ]\n",
    "fracSeat = [norm.cdf(     ( avgV[d] - 0.5      )/max( 0.01,stdV[d] ) )  for d in range(nHDs) ]\n",
    "lowFracSeat =  [norm.cdf( ( avgV[d] - vS - 0.5 )/max( 0.01,stdV[d] ) )  for d in range(nHDs) ]\n",
    "highFracSeat = [norm.cdf( ( avgV[d] + vS - 0.5 )/max( 0.01,stdV[d] ) )  for d in range(nHDs) ]\n",
    "resp = [ (highFracSeat[d] - lowFracSeat[d] ) / (2. * vS)                for d in range(nHDs) ] #responsiveness\n",
    "\n",
    "print(\"Here is a scatterplot of the standard deviations in district vote vs. 2020 Pres district lean\")\n",
    "plt.scatter(eLean[0], stdV)\n",
    "plt.axvline(TrumpBiden,ls=\"--\")\n",
    "plt.axhline(state_sdGOP,ls=\"--\",lw=0.5)\n",
    "plt.show()\n",
    "\n",
    "print(\"... and a weighted histogram of these standard devns \")\n",
    "plt.hist(stdV,weights = HDwt,bins=50)\n",
    "plt.show()\n",
    "\n",
    "if isBAF:\n",
    "    print(\"integrity check: print county no of all deep blue enacted districts with 5-election average < 0.43\")\n",
    "    print(\"district no, countyNo, GOPlean\")\n",
    "    for v in range(nHDs):\n",
    "        if avgV[v] < 0.43:\n",
    "            print(v,\"      \", homeCounty[v],\"      \", r5(avgV[v]) )\n",
    "\n",
    "else:\n",
    "    print(\"integrity check: plot center unit of all deep blue districts with 5-election average < 0.43\")\n",
    "    for v in range(nHDs):\n",
    "        if avgV[v] < 0.43:\n",
    "            if nHDs == nVTDs :  #a conventional HD file\n",
    "                plotPoly(tractGeom[v] )\n",
    "            else:      #a constrained HD file where we may not have centroids defined ... \n",
    "                plotPoly(tractGeom[HDvtdList[v][0]])  #so plot a generic VTD in each blue HD\n",
    "    for c in range(nCounties):\n",
    "        plotPolyLW(countyGeom[c],0.3)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d68800bf-6304-4ea3-9c00-0c3639cc5feb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OH8941_15muniVTDs_04\n"
     ]
    }
   ],
   "source": [
    "print(HDfile)\n",
    "HDfile = \"muni15\"  #overwriting HDfile name for the oddly named HD files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "77cfe715-6b27-4e0d-8fe7-1cef7d42e4a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now add the election results columns to HDfile muni15  and output it to a new file.\n",
      "the GOP frac total seats and responsiveness for updated HD file muni15_HDstats.csv are 0.67839 3.39444\n"
     ]
    }
   ],
   "source": [
    "if isBAF:\n",
    "    print(\"we need to construct the output file.  We won't save the block assignments to districts, but we will assign a home county\")\n",
    "    HDdf = pd.DataFrame( {\"District\":[ i+1 for i in range(nHDs) ] } )\n",
    "print(\"Now add the election results columns to HDfile\",HDfile,\" and output it to a new file.\")\n",
    "HDdf[\"homeCounty\"] = homeCounty\n",
    "HDdf[\"Lean0\"] = eLean[0]\n",
    "HDdf[\"Lean1\"] = eLean[1]\n",
    "HDdf[\"Lean2\"] = eLean[2]\n",
    "HDdf[\"Lean3\"] = eLean[3]\n",
    "HDdf[\"Lean4\"] = eLean[4]\n",
    "HDdf[\"LeanAvg\"]  = avgV\n",
    "HDdf[\"LeanStd\"]  = stdV\n",
    "HDdf[\"fracSeat\"] = fracSeat\n",
    "HDdf[\"resp\"]     = resp\n",
    "summary = [\"  \" for a in avgV]\n",
    "totalFracSeat = np.sum([HDwt[d] * fracSeat[d] for d in range(nHDs) ]) / np.sum(HDwt) #denominator to cover sum(HDwt) = 15 or 99 vs. 1\n",
    "totalResp =     np.sum([HDwt[d] * resp[d]     for d in range(nHDs) ]) / np.sum(HDwt)\n",
    "\n",
    "outName = HDfile+\"_HDstats.csv\"  #str(input(\"enter the filename for HD with stats, ending in .csv\"))\n",
    "print(\"the GOP frac total seats and responsiveness for updated HD file\",outName, \"are\",r5(totalFracSeat), r5(totalResp) )\n",
    "summary[0], summary[1] = \"totalFracSeat\", totalFracSeat\n",
    "summary[3], summary[4] = \"totalResp\", totalResp\n",
    "HDdf[\"summary\"] = summary\n",
    "\n",
    "outpath = \"2025_nosplit_output/\"+outName\n",
    "HDdf.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "87d5a2b0-b2e5-40d6-b817-3eb7c11e54cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADD SOME COMPARATIVE partisan-seat HISTOGRAMS HERE ...\n",
      "If possible, group by region\n"
     ]
    },
    {
     "data": {
      "image/png": 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rX/9q036SISZARETU6o4fPw61Wo3jx4/LHUqjCgoKcObMGbzyyiu47777EBUVhcLCQrP38+STT+LSpUt45513cPLkSUybNk0q69Kli/S4eZLGrl27YuHChfjqq68wfvx4vXFENTU10qBoADhz5gyKioqMTidgjFKphE6nM7sf9oZjgIiIqNVVV1cjMzMTP/30E6qrqxutFxERAZVKhfz8fGRkZEi3xJ85cwZlZWVNHqNXr15QKpW4cOECPDw8UFxcDA8PD5NjbNeuHfz9/bFx40aEhIQgIyMDS5YsMbn9zfsZP348Fi1ahAceeKDJ2/ivX7+ORYsW4dFHH0XHjh1x5coV/PLLL3pjkZydnTF//ny88847cHJywrx583DHHXc0O/6nXocOHfDTTz/h4sWL8PT0hJ+fHxy5aK0BJkBERNTq6sfKzJo1q8l6mzZtwsyZM7Fr1y7MmjVLmtBv+vTp+PHHH5tse/nyZajVaixevBharRYHDhwwK0ZHR0d8+umneO6559CrVy9069YN77zzDoYNG2bWfoC6ma23bduGp59+usl6CoUCBQUFmDp1KnJycqBSqTB+/HisWLFCquPu7o7FixfjiSeeQGZmJu666y78/e9/NzmWF154AdOmTUOPHj1w/fp1pKenS2Ob6AYHcfP0kVZKq9XCx8cHxcXFFj/nBBHZmbw8w9XgrXEV9Sb6UVFRgfT0dHTs2BGurq5Scf1t2E1prTNAOp3O4G6q2+mf//wnFi5ciKtXr0KpVLZ4P8nJyViwYAGKiopaLzgL0Nh7RM6/3zwDREREbSIkJMTkW+BVKhVUNy0P0q1bN5OP06lTJ7Njay3l5eXIysrCypUrMWfOnFtKfuj24kVBIiKiFnrrrbfQvXt3BAcHIz4+Xu5wyAxMgIiIiFpo+fLlqK6uRkpKijRx4q2oX9md2h4TICIiIrI7TICIiIjI7jABIiIiIrvDBIiIiIjsDhMgIiIisjtMgIiI6LY4k38G6iQ11ElqLPpqkUH5yK0joU5So9PbhvP6bNRslNru+X2PXllBeYFUNnDjwDaLn2wLJ0IkIqJWl3o5FZW6SrgoXBATHgMAqKmtQWZJJgCgsMJw0dHcslxklmRCqTCcTLC0qlRqe736ul5ZraiVymxJ/S3xu3btkjsUm8QzQERE1Oom7piIe7bcg4k7JkrbnBydEOYVhjCvMLRzbWfQJtAjUCpvyFPpKZW5ObvplTk61P0p6x3YG/d3vt+sOC9fvoynn34aoaGhUCqVaN++PZ5//nkUFBTo1Rs2bBgWLFhg0D45ORm+vr5mHZMsA88AERHRbdFN1Q1X4q40Wr7/yf2Nls2Ono3Z0bONlvm7+0MkmL+s5YULFxATE4OuXbvik08+QceOHXHixAksWrQI+/btw48//gg/Pz+z99uc6upqODs7t/p+yTw8A0RERK1u7qC5WPKnJZg7aK7coTRq7ty5UCqV+OqrrxAbG4uIiAg8+OCDOHjwIDIzM/Hyyy/f8jEuXrwIBwcHbN++HbGxsXB1dcXHH3+M5cuXo1+/fnp1165d2+Sq7bW1tUhMTETHjh3h5uaGvn374vPPP5fKCwsLMWXKFAQEBMDNzQ2RkZHYvHnzLffBVvEMEBERtbr4uyx7Xaxr167hwIEDeP311+Hmpn9JLTg4GFOmTMH27dvx3nvvwcHB4ZaPt2TJEqxevRr9+/eHq6srPvjgA7P3kZiYiK1bt2LDhg2IjIzEd999hyeffBIBAQGIjY3F0qVLcfLkSezbtw8qlQrnzp3D9evXm9+xnWICREREdufs2bMQQiAqKspoeVRUFAoLC5GXl4fAwEAAwHvvvYcPP/xQr15NTQ1cXV2bPd6CBQswfvz4FsdbWVmJN954AwcPHkRMTN2g8k6dOuGHH37ABx98gNjYWGRkZKB///4YOLDuTrimziYREyAiIrIBU3ZOQX55PlTuKnw8/mOT2wlh+tihKVOmGFwW27lzJ954441m29YnJS117tw5lJeX4/779Qd5V1VVoX///gCAP//5z5gwYQLS0tLwwAMPYNy4cRg6dOgtHdeWMQEiIiKr9+3Fb5FZkmn0DjJjunTpAgcHB5w6dQqPPPKIQfmpU6fQrl07BAQESNt8fHzQpUsXvXr1Z4ea4+Hhoffc0dHRIPmqrq5utH1paSkAYO/evQgL0++ji4sLAODBBx/EpUuX8OWXX+Lrr7/Gfffdh7lz5+Jvf/ubSTHaGw6CJiKiVjdw40CLnpjQ398f999/P9577z2DcTLZ2dn4+OOPMWnSpFYZ/2NMQEAAsrOz9ZKgo0ePNlq/R48ecHFxQUZGBrp06aL3CA8P19vvtGnTsHXrVqxduxYbN25sk/htARMgIiJqddml2cgsyYQmSwN1khqHLh7SK08vTJdmb57/5XyD9mM+GSOVN5R8NFkq23lqJwDg1NxTKF5SjFNzT5kc4/r161FZWYkRI0bgu+++w+XLl7F//37cf//9CAsLw+uvv25ep80wbNgw5OXl4a233sL58+fx7rvvYt++fY3W9/LywgsvvICFCxdiy5YtOH/+PNLS0rBu3Tps2bIFALBs2TJ88cUXOHfuHE6cOIE9e/Y0OsaJmAAREVEbiIuJk77PLMlEZU2lXrlO6JBZkonMkkyjs0LnledJ5Q2VVZVJZeXV5QAALxcveLt4w8vFy+QYIyMjceTIEXTq1AmPPfYYOnfujNmzZ+Oee+5Bampqm8wBVC8qKgrvvfce3n33XfTt2xc///wzXnjhhSbbvPbaa1i6dCkSExMRFRWFkSNHYu/evejYsSMAQKlUIj4+Hn369MHdd98NhUKBTz/9tM36YO0chDkjwCyUVquFj48PiouL4e3tLXc4REQ35OUBDceJ5OYCN40tsQpN9KOiogLp6eno2LGj3h1RSalJSEpNAgBsHb8VwzoMk8rSC9Nx1+a7AACPdH8E60at09v1mE/GIC0rDQAMJk9MPpqMV755BQDwzoPvYHxUy++uotujsfeInH+/mQAREbUlO06AiOpZYgLES2BERERkd5gAERERkd1pUQL07rvvokOHDnB1dcWQIUPw888/N1l/x44d6N69O1xdXdG7d298+eWXeuWlpaWYN28e1Go13Nzc0KNHD2zYsKEloRERERE1y+wEaPv27YiLi0NCQgLS0tLQt29fjBgxArm5uUbrHz58GJMnT8YzzzyD//3vfxg3bhzGjRuH3377TaoTFxeH/fv3Y+vWrTh16hQWLFiAefPmYffu3S3vGREREVEjzE6AkpKSMGvWLMyYMUM6U+Pu7o6PPvrIaP23334bI0eOxKJFixAVFYXXXnsNAwYMwPr166U6hw8fxrRp0zBs2DB06NABs2fPlm4LJCIiImptZi2FUVVVBY1Gg/j4G6v8Ojo6Yvjw4UhNTTXaJjU1FXFxcXrbRowYgV27dknPhw4dit27d+Ppp59GaGgoDh06hN9//x1r1qwxus/KykpUVt6YU0Kr1ZrTDSIiaiu1tUBBgbwx+PsDjhziSk0zKwHKz8+HTqdDUFCQ3vagoCCcPn3aaJvs7Gyj9bOzs6Xn69atw+zZs6FWq+Hk5ARHR0ds2rQJd999t9F9JiYmYsWKFeaETkREt0NBgeHt8rebNU4zQLedRaTI69atw48//ojdu3dDo9Fg9erVmDt3Lg4ePGi0fnx8PIqLi6XH5cuXb3PEREREZM3MSoBUKhUUCgVycnL0tufk5CA4ONhom+Dg4CbrX79+HS+99BKSkpLw8MMPo0+fPpg3bx4mTZrU6Aq2Li4u8Pb21nsQERHZg/LyckyYMAHe3t5wcHBAUVGR0W3UNLMSIKVSiejoaKSkpEjbamtrkZKSgpiYGKNtYmJi9OoDwNdffy3Vr66uRnV1NRwbXK9VKBSora01JzwiIiKTlZSUYMGCBWjfvj3c3NwwdOhQ/PLLL0br3nPPPfjwww8BACkpKRg6dCi8vLwQHByMxYsXo6ampsljdejQAWvXrjXYvnz5cvTr18+suLds2YLvv/8ehw8fRlZWFnx8fIxuo6aZNQYIqLtlfdq0aRg4cCAGDx6MtWvXoqysDDNmzAAATJ06FWFhYUhMTAQAPP/884iNjcXq1avx0EMP4dNPP8WRI0ewceNGAIC3tzdiY2OxaNEiuLm5oX379vj222/xj3/8A0lJSa3YVSIiksXJk4BK1Tb7zs8HevRoUdOZM2fit99+wz//+U+EhoZi69atGD58OE6ePImwsDCp3rVr1/Df//4Xn376KY4dO4ZRo0bh5Zdfxj/+8Q9kZmbi2WefhU6na/SqRWs7f/48oqKi0KtXrya3UTNEC6xbt05EREQIpVIpBg8eLH788UepLDY2VkybNk2v/meffSa6du0qlEql6Nmzp9i7d69eeVZWlpg+fboIDQ0Vrq6uolu3bmL16tWitrbWpHiKi4sFAFFcXNyS7hARtZ3cXCEA/UdurtxRma+Jfly/fl2cPHlSXL9+/fb3t4XHKy8vFwqFQuzZs0dv+4ABA8TLL7+st+0f//iHGDJkiBBCiPj4eDFw4EC98t27dwtXV1eh1WobPV779u3FmjVrDLYnJCSIvn37Ss9jY2PF888/r1dn7Nix0t/V2NhYAUB6xMbGGt1Wf8zXXntNPPXUU8LDw0NERESIL774QuTm5ooxY8YIDw8P0bt3b/HLL79Ix8rPzxePP/64CA0NFW5ubqJXr15i27ZtevHExsaK+fPni0WLFol27dqJoKAgkZCQ0GjfhWjwHrmJnH+/zT4DBADz5s3DvHnzjJYdOnTIYNvEiRMxceLERvcXHByMzZs3tyQUIiIis9XU1ECn0xks3urm5oYffvhBb9vu3bsxduxYAHXTsBhrU1FRAY1Gg2HDhrVp3Dt37sSSJUvw22+/YefOnVAqlQBgdBsArFmzBm+88QaWLl2KNWvW4KmnnsLQoUPx9NNPY9WqVVi8eDGmTp2KEydOwMHBARUVFYiOjsbixYvh7e2NvXv34qmnnkLnzp0xePBgab9btmxBXFwcfvrpJ6SmpmL69On405/+hPvvv79N+9+aLOIuMCIiotvJy8sLMTExeO2113D16lXodDps3boVqampyMrKkupVVlZi//79GDNmDIC6eewOHz6MTz75BDqdDpmZmXj11VcBQK+dMYsXL4anp6fe44033jArbj8/P7i7u0OpVCI4OBh+fn5Gt9UbNWoU5syZg8jISCxbtgxarRaDBg3CxIkT0bVrVyxevBinTp2SblYKCwvDCy+8gH79+qFTp06YP38+Ro4cic8++0wvjj59+iAhIQGRkZGYOnUqBg4caDDe19IxASIiIrv0z3/+E0IIhIWFwcXFBe+88w4mT56sd1PON998g8DAQPTs2RMA8MADD2DVqlV49tln4eLigq5du2LUqFEAYHAzT0OLFi3C0aNH9R7PPvts23UQdYlKvfo5+Xr37m2wrX45K51Oh9deew29e/eGn58fPD09ceDAAWRkZDS6XwAICQlpdEksS9WiS2BEREQmy8+3yH137twZ3377LcrKyqDVahESEoJJkyahU6dOUp3du3dLZ3/qxcXFYeHChcjKykK7du1w8eJFxMfH67UzRqVSoUuXLnrbbj5bA9QlUUIIvW3V1dUt6R4AwNnZWfrewcGh0W31d12vWrUKb7/9NtauXYvevXvDw8MDCxYsQFVVVaP7rd+Ptd25zQSIiIjaVgvv0rpdPDw84OHhgcLCQhw4cABvvfUWAEAIgX//+9/YunWrQRsHBweEhoYCAD755BOEh4djwIABtxxLQECA3qU0nU6H3377Dffcc88t79sU//3vfzF27Fg8+eSTAOoSo99//x09LPw1bAkmQEREZJcOHDgAIQS6deuGc+fOYdGiRejevbs0rYtGo0F5eTnuvPNOvXarVq3CyJEj4ejoiJ07d2LlypX47LPPoFAobjmme++9F3Fxcdi7dy86d+6MpKSk2zqpYWRkJD7//HMcPnwY7dq1Q1JSEnJycpgAERER2Yri4mLEx8fjypUr8PPzw4QJE/D6669Ll3e++OILjBo1Ck5O+n8q9+3bh9dffx2VlZXo27cvvvjiCzz44IOtEtPTTz+NY8eOYerUqXBycsLChQtv29kfAHjllVdw4cIFjBgxAu7u7pg9ezbGjRuH4uLi2xbD7eIgGl5stEJarRY+Pj4oLi7mshhEZFny8gwXB7XGxTqb6EdFRQXS09PRsWNHuJaU2MxiqH369MErr7yCxx57rBWCsm9675GbphGQ8+83zwAREVHr8fevS0DkjuEWVVVVYcKECa12ZocsDxMgIiJqPY6O1nd2ywilUomEhAS5w6A2xHmAiIiIyO4wASIiIiK7wwSIiIhahQ3cU0NtxBLfG0yAiIjoltTfNl5eXi5zJGSp6t8bDWeQlhMHQRMR0S1RKBTw9fWV1oJyd3eXllgg+yaEQHl5OXJzc+Hr69sqk0W2FiZARER0y4KDgwHA6hbEpNvD19dXeo9YCiZARER0yxwcHBASEoLAwMBbWryTbI+zs7NFnfmpxwSIiIhajUKhsMg/dkQNcRA0ERER2R0mQERERGR3mAARERGR3WECRERERHaHCRARERHZHSZAREREZHeYABEREZHd4TxARERkH2prgYICuaNoG/7+gCPPaZiDCRAREdmHggIgMFDuKNpGbi4QECB3FFaFCRCREQMHAtnZptWdNQtISNDfplab1nbrVmDYsBvPDx0CnnzStLZXrug/X7EC2LTJeN3gYODIEdP2S0RkD5gAERnRrVvdGeXTp4GMjKbrFhcbbsvMNO04lZWGz01tayyOlrYlIrI3TICIjPj4Y+DiRWDsWECna7quj4/htrAw047j4mL43NS2xuJo2DYrq27YAxER6WMCRNSIDh2AY8da1rbh5SlTDRvW8rYJCcYvxfGsEFETTp4EVCq5ozBPfj7Qo4fcUVg9JkBERGS/VCoOHrZTTICIbFhsbN0/i9b2Dy4RUVtjAkRkxL33Ajk5QFAQ8M03ckfTch9/LHcERESWiQkQkRG//143dsbYHV5ERGT9OG0kERER2R0mQERERGR3mAAR2bB77wV69qz7SkREN3AMEJEN41gmIiLjeAaIiIiI7A4TICIiIrI7TICIiIjI7jABIiIiIrvDQdBERixbBpSWAp6eckdCRERtgQkQkRGzZ8sdARERtSVeAiMiIiK7wwSIiIiI7A4vgREZkZUF6HSAQgGEhMgdTctxLBMRkXFMgIiMGDSobgblsDDgyhW5o2k5jmUiIjKOl8CIiIjI7jABIiIiIrvDS2BENsxWxjIREbU2ngEismGDBgHh4XVfiYjoBiZAREREZHeYABEREZHdYQJEREREdocJEBEREdkdJkBERERkd3gbPJERKSlATQ3gxE8IEZFN4q93IiO6dZM7AiIiaku8BEZERER2hwkQERER2R1eAiMyYts2oLwccHcHnnhC7mhajmOZiMgi1dYCBQVASYlsIfDXIpERL74IZGYCYWHWnQBxLBMRWaSCAiAwUNYQWnQJ7N1330WHDh3g6uqKIUOG4Oeff26y/o4dO9C9e3e4urqid+/e+PLLLw3qnDp1CmPGjIGPjw88PDwwaNAgZGRktCQ8ktnAgYBa3fRDo9Fvs2dP823UaqB7d8PjLVpkWts5c0yPNSurbX42RERtoU8f47/LFi0yrNu9u2m/M/fs0W+n0ZjWTq02PLGTlKRf3qdP2/0sTGX2GaDt27cjLi4OGzZswJAhQ7B27VqMGDECZ86cQaCRbO7w4cOYPHkyEhMTMXr0aGzbtg3jxo1DWloaevXqBQA4f/487rzzTjzzzDNYsWIFvL29ceLECbi6ut56D+m2y86uO3vSlKoq/efXrzffBgC8vAy3FRaa1vbaNcNtpsRKRGTpsrKBfCPbCwsNt129atqVp+vX9Z9XVZn++1II/edarX7bStN206bMToCSkpIwa9YszJgxAwCwYcMG7N27Fx999BGWLFliUP/tt9/GyJEjseiPNPS1117D119/jfXr12PDhg0AgJdffhmjRo3CW2+9JbXr3LlzizpElsPREQgJMV6mVOo/d3Oru9zUHE9Pw23t2pnW1s/PcFtwcNNtmiu3dLYylomImhYSDLgoDLe3a2e4LTQUKC1tfp9ubvrPlUrTftcCgIOD/nNvb/22fjoA2abtq604CNEwT2tcVVUV3N3d8fnnn2PcuHHS9mnTpqGoqAhffPGFQZuIiAjExcVhwYIF0raEhATs2rULx44dQ21tLXx8fPDiiy/ihx9+wP/+9z907NgR8fHxese4WWVlJSorb+SPWq0W4eHhKC4uhre3t6ndoTaiVt8YP3PlitzR2De+FhYgL89wrENuLhAQIE88LWUL/bCFPgC20Y8/+qAF4API8vfbrDFA+fn50Ol0CAoK0tseFBSE7GzjqVx2dnaT9XNzc1FaWoqVK1di5MiR+Oqrr/DII49g/Pjx+Pbbb43uMzExET4+PtIjPDzcnG5QGzt1CigurvtKRERkiWS/C6y2thYAMHbsWCxcuBAA0K9fPxw+fBgbNmxAbGysQZv4+HjExcVJz+vPAJFlMDZOh4iIyJKYlQCpVCooFArk5OTobc/JyUFwI4MlgoODm6yvUqng5OSEHj166NWJiorCDz/8YHSfLi4ucHFxMSd0IiIiIolZl8CUSiWio6ORkpIibautrUVKSgpiYmKMtomJidGrDwBff/21VF+pVGLQoEE4c+aMXp3ff/8d7du3Nyc8IiIiIpOYfQksLi4O06ZNw8CBAzF48GCsXbsWZWVl0l1hU6dORVhYGBITEwEAzz//PGJjY7F69Wo89NBD+PTTT3HkyBFs3LhR2ueiRYswadIk3H333bjnnnuwf/9+/Pvf/8ahQ4dap5d0WyUl1d3y6O0N3HSlkoiIyGKYnQBNmjQJeXl5WLZsGbKzs9GvXz/s379fGuickZEBR8cbJ5aGDh2Kbdu24ZVXXsFLL72EyMhI7Nq1S5oDCAAeeeQRbNiwAYmJiXjuuefQrVs3/L//9/9w5513tkIX6XZLSrpx5xETICIiskRm3QZvqbRaLXx8fHgbvIXgrdeWg6+FBbCFW5YB2+iHLfQBsI1+WNtt8ERERES2QPbb4Imo7dTfnGntM1oTEbU2JkBENuzIEbkjICKyTLwERkRERHaHCRARERHZHSZAREREZHc4BojIhs2ZA1y7Bvj5AR98IHc0RESWgwkQtboBA4DwcOuaksJW7d17Yx4gIiK6gQkQtbrdu+WOgIiIqGkcA0RERER2h2eAiIjIbv3666+oaddOeh4WFoagoCAUFhYiPT0dffv2hUKhwNmzZ1FSUtLkvqKiouDm5oZLly6hoqIC3bp1AwCkpaU12c7Z2Rm9e/cGABw/fhwqlQohISHQarU4d+6cQX2nwkL0MbejZIAJEBER2a37hg9H/k3PV69ejbi4OBw8eBCPPfaYtEbVvHnz8NVXXzW5r99++w09e/bEa6+9hhMnTiA1NRUAEB0d3WS7sLAwXPljsb4HH3wQM2fOxPLly5GamoqRI0ca1FcByDOrl2QMEyBqdWPG1K1zFxDA8UBEZNlSDh40OAMEAMOHD4dGo4GHhwcAYP369c2eAerUqRMAYOnSpaioqJC2azSaJts5OztL3+/btw8qlQoAEBMTY7StU2EhMHx4k/uk5jEBolaXlsY7j4jIOvTp08foLavt2rVDu5sSo8jISJP32b59e73nAwYMMLlt/aUwAPD29jbeNo/nf1oDB0ETEclkys4pUCepoU5So6RS/+zCzlM7pbLko8kGbevLxnwyxqBs/pfzpfL0wnS9skMXD0llSalJBm37vN8H6iQ17vzozlvrHJGF4xkgIiKZ5JfnI7MkEwAgIPTKyqvLpbKyqjKDtvVl4T7hBmWFFYVSuU7o9MoqayqlMm2l1qBtVmkW8svz4erkam53iKwKEyAiGzZ5MlBYCNx0Jp8siMpdhTCvumvFDnDQK3N3dpfKPJQeBm3rywLcjVy+cW0nlSscFHplLk4uUpm3i7dB2xDPELgoXBDsGWxud4isioMQQjRfzbJptVr4+PhIo/VJXmr1jTFAf9zYQGS/8vKAwED9bbm51jdVui30wxb6ANhGP/7ogxaADyDL32+OASIiIiK7wwSIiIiI7A4TICIiIrI7TICIbFj37oC3d93XevduuRfqJDW6r+9uUH/9z+ulW6S/Oq8/621WSZZUNuffcwzaTtwxUSqvrKnUK9t2fJtUtu34Nr2yyppKqWzijokG+53z7zlQJ6kxcONAc7pORNQk3gVGrS4uDtBq6/7wkrxKS4GSkrqv9XLKcpBZkgkvpZdB/ZLKEukW6YqaCr0yndBJZdcqrhm0zSvLk8obuvmW7vLqcoPy+rK8MsMJ3tKy0xrdLxFRSzEBolYXFyd3BFSveODLQN8iFDv7AngdABDkEYTiimJ4Kj0N6nu5eEm3SDecB0bhoJDK/Fz9DNoGeARI5Q3dfEu3u7O7Qbl0S7eH4V0sR64eaaR3REQtx9vgiWyYYpEatZ6ZcCwNg26Vdc5JkFWSBZ3QQeGgQIhXiNzhmM8WblkGbKMfttAHwDb6YQG3wfMMEBFZNKtMeuxFfn7zdSyJtcVrDmvrmwXEywSIWl1JCSAE4OAAeBkOM6HbSLV/H3ILqqHydwZWyR0N2ZwePeSOgOrxtTAbEyBqdVFRnAnaUjgX9gaygPycuhm6N2wARo++Ua7RAGPHmravU6f0E9qkpLpHcwYMAHbv1t82ZgyQltZ827g4jimjttWnD3BNYbh961Zg2LAbzw8dAp580rR9Nvy9t2IFsGlT8+1iY4GPP9bfdu+9wO+/62/z0wG/mhYKNYEJEJEdqK2tS0qvX9ffXlVVt90UDUcLarWmtQ03XKsTeXmmtdVqga/Of4WKmgq4Ornigc4PmBYskYmysgFjF2MqKw2fm/pZaai42LS2xq4K5eQYtq00rEYtwASIyIYFN1jP0s1N/7lSWXemzhQO+mt1wtvbtLbGxmUGBJjW1tsbePqLp5FZkokwrzBcieMpRWpdIcGAi5EzQC4uhs9N/aw05ONjWluVynBbUFBdAnUzPx2A7JbFQjfwLjBqdVwM1XJormpQpauCUqFEdGi03OG0SNhqNa6WZiLUMwyZf7XCN5Qt3LED1J1GLChAzIcxyC7NRrBnMFJnpsodVYv06VN35ickGPg10x9wtLI5gf94LWxBz14lOJnbmXeBEVHrGvvpWKs/e1J2YAlwvQRlbl7AX+WOxo45OgIBAUiNPyd3JLfs3z9ewmuvvYalS5cCjlaWiALSa2ELChUuzVdqI1aW9hKRvfE8OQ/4Ib7uK1ErqKiowIkTJ1BRUdF8ZQt28uRJ9OzZEydPnpQ7FKvEM0BENmzWgFkoriyGj4uP3KEQWYxu3bohNdU6L9/drKKiAidPnrT6RE4uTICIbFjCsAS5QyAiskhMgIiIyGTrf16PksoSeLl4Yd5g67wsOWdOGjZujMbs2Rp88MEAucO5ZadOndJ73rdvXygUCpw9exYKhQKdOnVCVVUVfvvttyb34+HhgW7dugEA0tLSEBERAZVKhfz8fGRkZDTZNiQkBCEhIdBqtTh37hx69eoFpVKJCxcuoKioqNF2VVWljZa1OWEDiouLBQBRXFwsdygkhAgLEwKo+0p0q5wWdBOI9xJOC7rJHUrL5ObWfSBufuTmyh1Vi4WtDhNYDhG22no/4AEBGgFABARo5A7llly6dEm4u7sLAHqP+r+FDzzwgHj00UeFEEJcvnzZoF7Dxx133CHtG4DYtGmTEEKITZs2Nds2ISFBCCHE/v37BQBx+fJlIYQQjz76aLNt5fr7zTNA1Oq++KJugj2lUu5IyBbUOpUCLiWorZbxP0UiCxQREYFTp04hv8EMih4eHgCA9evXQ6Gom+QoMDAQGo2myf3VtwMAjUaDiIgIAMC4ceMwYEDTZ8pCQurW7IuJiYFGo0HgH1M/vPnmm4iPj2+03bhxpbh8ObbJfbcVJkDU6qKtc7oZm3TnR3dKc7b88PQPcofTIk7arqgq94FTTZDcoRCAj8Z+JM3MTfKLiIiQEpWGIiMjpe+VSmWzSczNbq6rUqmgMjZLoxHe3t56bTt16tRk/QMHTsm2jBkTICIbdrHoIjJLMlFRY713iQTs/QaZmUBAC2fhpdbF5UioNZWUlMh2bCZARDbMz80PlbpK+Ln5yR0KEZGB7t27y3ZsJkDU6vbsqVt0081Nf+Vxuv1+/bP1rxnNMWVE1BaYAFGre/ZZrgVGrYdjyixLVkkWdEIHhYMCIV4hcodDVm7OHPn+SWMCREQW7eWUl1FUUQRfV1+8ft/rcodj9wZtGmT168s5ODgDCPvjK8np669rZTs2EyAismhbjm2R/uAyAaLW4OzcG8AVODP/sWtMgIhsWFJqErSVWni7eCMuJk7ucFqkfpkjLndkGR6KfAjXKq7Bz9V6B9bHxgL5+YCJd3aTjWICRGTDklKTpLMn1poAKT7ZBxRUQ+HvDLwkdzT0wcMfyB3CLVuy5DgefPBB7Nu3D0BvucMhmTABIiKL5lzYG8gCnB3ljoRshUqlwsyZM02e3I9sExMgIhu2dfxWVNZUwsXJRe5QiCxGSEgIli9fLncYJDMmQEQ2bFiHYXKHQGRxtFotUlNTERMTA29vb7nDIZkwASIii1al0gAOVajyVwLgpEBym7hjIvLK8hDgEYAdE3fIHU6L3HffORw5MhIDB2rwyy+mr49FbUG+a9tMgKjVeXoCXl51X4luVcH9YwHPTBSUhgGwznlnbEnq5VRpYL21unRJ/yvJR6nsI9uxOayQWt3p04BWW/eV5JVemI5z184hvTBd7lCIqI0dzzkOdZIa6iQ1Xk552aD83i33Qp2kRvf1hutvrf95vdT2q/Nf6ZVllWRJZXP+Pceg7cQdE6XyyppKvbJtx7dJZduOb9Mrq6ypRPFTXAuMiNrAXZvvsvpZez3OzEJJVTE8lD5yh0IAzj93Xu4QqBHVtdXILMkEABRVFBmU55TlILMkE15KL4OyksoSqW1Fjf6kWzqhk8quVVwzaJtXlieVN1ReXS6VlVeXG5Y7ZjXRo7bFBIiILJp3WgJKMgFv673iYlN4R6Hl0FzVoEpXBaVCiejQaDg7OkuXJn1dfQ3qB3kEobiiGJ5Kw/EJXi5eUltXJ1e9MoWDQiozNgFmgEdAo5dE3Z3dpTJ3Z3fTO3cbOAghhNxB3CqtVgsfHx8UFxdzRD/RTeZ/OR+FFYVo59oO60atkzucFuneHbh6FQgNtdLLqnl5QGCg/rbcXCAgQJ54CIGBacjLi0ZAgAa5udY7CFqdpLb6M7xy/v3mGSBqdYsWAYWFQLt2wKpVckdj36w16bmZVSY9RGSS0tJS2Y7NBIha3SefAJmZQFgYEyAiW7Pt+DaUV5fD3dkdT/R+Qu5w7NqsAbNQXFkMHxfrHR93zz3nZDs2EyAismh3fnQnskuzEewZjB+e/kHucOzei1+/KF12eSDkAWRkZGDAgLrLSGfOnEFZWVmT7Xv16gWlUokLFy5Ap9MhMjISOp0Ox44da7Kdq6srevToAQA4evQoQkJCEBQUhMLCQqSnN32XY2BgINRqNUpLS/H777/DwcEDwDNwdPQ3veMWKGFYgtwh3LLCQvleAyZARGTRLhZdRGZJpsGdKSSP2tpa6euuXbswa9Ys1A8lnT59On788ccm21++fBlqtRqLFy+GVqvFgQMHUFZWhujopie57NGjB06cOAEAuPvuu7F8+XLExcXh4MGDeOyxx5psu3DhQiQlJeH48eMYOnQoAgN/A/AhnPgXUHald/0N2CnPsfnyE9mwMZ+MQV55HgLcA7B78m65w2mRyiI/uKISlUWGd5/Q7Te361y8suIVzE2Yi3FDx0lnfwAgOTm52TNAgX8MCH/zzTeh0+kAAB4eHtBoNE22c3W9cWfSd999h5CQEADA8OHDm21bf8zevXtDo9Hg8OFOqKriZK2WoCLsgGzH5l1g1OrU6htjgK5Y540JNsMW7hKx+veTjd0FlpaWhujoaGg0Gr3kh6glHJ8LhViXxbvA7FZtLVBQIHcUrcZPB1T+8RW1/oAjJxy/7f54T/mV6lBZBvg56Or+EFshvp+IjLOF8XEBew8hF91kOXaLEqB3330Xq1atQnZ2Nvr27Yt169Zh8ODBjdbfsWMHli5diosXLyIyMhJvvvkmRo0aZbTus88+iw8++ABr1qzBggULWhKe9SkoMPwP0Yr9Wv9NNoAC6/1P16r98Z6SXgtkAwnW+R7j+4nIOFsYH6e4Hizbsc1OgLZv3464uDhs2LABQ4YMwdq1azFixAicOXNGus56s8OHD2Py5MlITEzE6NGjsW3bNowbNw5paWno1auXXt1//etf+PHHHxEaGtryHhGRzdLpdFAAOHv2LEpKSpqsGxUVBTc3N1y6dAkVFRXo1q3uv8y0tLQm2zk7O6N3794AgOPHj0OlUiEkJARarRbnzjV9y66/vz/at2+P69ev49SpU+jatStsbZhJla4KUPzx1UplZQE6HaBQAH8MJbJKfm5+qNRVws+N4+NaRJhp8ODBYu7cudJznU4nQkNDRWJiotH6jz32mHjooYf0tg0ZMkTMmTNHb9uVK1dEWFiY+O2330T79u3FmjVrGo2hoqJCFBcXS4/Lly8LAKK4uNjc7liG3FwhANt85ObK/dO1Tzb6ntKePy+EEOKBBx4QAJp8/Pbbb0IIIZ555hlxxx13SD+a5tqFhYVJdcPCwkRCQoIQQoj9+/c32/aZZ54RQgjx22+/CQDi8OHDxl8LK/5cBK4MFFgOEbgyUO5QWiwsrO5luOmlJpmEhBQLuf5+m3UGqKqqChqNBvHx8dI2R0dHDB8+HKmpqUbbpKamIi4uTm/biBEjsGvXLul5bW0tnnrqKSxatAg9e/ZsNo7ExESsWLHCnNCJyAa4u9etJbR+/fpmzwB16tQJALB06VJUVNy4RNDcHUPOzs7S9/v27YNKpQIAxMTENNvW399fOrZGo0HXrl2B69ebbENkzypCUwCZ1kM1KwHKz8+HTqdDUFCQ3vagoCCcbmS++uzsbKP1s7OzpedvvvkmnJyc8Nxzz5kUR3x8vF5SpdVqER4ebmo3rMPJk8Afv3itRn4+8MdEZWSBrO09ZeT9pFAoAACRkZEm76Z9+/Z6z825c6n+UhgAeHt7m9zWzc3tRl0bS4B6t+uNlNQU9I7p3XxlomaIB+cCTf9f0WZkvwtMo9Hg7bffRlpaGhwcHExq4+LiAhcXG1+RWKXiYE9qXXxPUSv458P/xAdXP8Cch+fIHQrZADc3oEimY5t1P6lKpYJCoUBOTo7e9pycHAQHGx/JHRwc3GT977//Hrm5uYiIiICTkxOcnJxw6dIl/PWvf0WHDh3MCY+IiNpYSEgIli9fLk1ESPJJSk3C8kPLkZSaJHcoLbbwjoWyHdusBEipVCI6OhopKSnSttraWqSkpCAmJsZom5iYGL36APD1119L9Z966in8+uuvOHr0qPQIDQ3FokWLcOCAfDNEEhGRofrlK7Rardyh2L2k1CSs+HaFVSdAcwbKdybR7BnF4uLisGnTJmzZsgWnTp3Cn//8Z5SVlWHGjBkAgKlTp+oNkn7++eexf/9+rF69GqdPn8by5ctx5MgRzJs3D0DdoMFevXrpPZydnREcHCzdtkpEBAB93u+D+V/ON9g+5pMxUCepoU5SG5QlH02Wynae0l90qKSyRCqbsnOKQdsZX8yQygvK9Scr3fP7Hqlso2ajQdtOb3eCOkmNSTsmmdtNi3bu3DmMHDmy2SkBiExx9qx8xzZ7DNCkSZOQl5eHZcuWITs7G/369cP+/fulgc4ZGRlwvGmm1qFDh2Lbtm145ZVX8NJLLyEyMhK7du0ymAOIiKg5WaXZKKwoNNieV56HzJJMo23KqsqksvLqcr0yASGV5ZfnG7QtKC+QymtFrV7Z9errUllpValB28ySTFTpqpBX2665blmV9y6/h4eSH8J7l9/DhwM+lDscu7Z1/FZU1lTCxcl6x8Q+/LB8x27RIOh58+ZJZ3AaOnTokMG2iRMnYuLEiSbv/+LFiy0Ji4hsXIhnMNq5GiYUAe4BCPMKM9rGQ+khlbk7u+uVOcBBKlO5G94h5+/uL5U7OuifMHdzdpPKPJWG0x2GeYWhSleFAFfbGni+//x+aX05ktewDsPkDsGqcTFUS2AriyXaSj9sgS28FrbQB8B2+vGHkFUhyC7PRrB7MLIWyTSByy2y+gV2bYjTXyKhe/8cF0MlIiLLlvynZIx8cCSS9yXLHUqLpaQANTWAE/8Cyq7WqUy2Y/PlJ2pERkYG8vMNx4VERERApVIhPz8fGRkZ0oR3Z86cQVlZ0x/mXr16QalU4sKFC9DpdIiMjIROp8OxY8eabOfq6ooef0wKePToUYSEhCAoKAiFhYVIT083qO9UWIg+DbaVlpbi98uX9dbIKigoMGh7sy5dusDb2xtZWVnIz8/XWyOrurq6ybY3/1xcXV311shqipeXl/RzUTRZk+QQ4BoAaGHVl/Zs5f6a9MJ06IQOCgcFOrbrKHc4LeJU0gXVck0FfdsX32gDxcXyrSXSKmxlrSBb6YcQ4tKlS8Ld3d3oek+bNm0SQgixadMmcfNH6I477mh2rajLly8LIYR49NFHxQMPPCCEuPH+berRo0cP6TheXl5i9erVQgghPvvsM6P1VUbW0fp5716DNbKaO+7+/fuFEEIkJCQYrJHVXNubfy4N18hq6lH/c9GeP28b7ycb+lwIIYRGoxEAhEajkTsUuxe2OkxgOUTYautd1Mxq1gIjshf5+fkoLy/H1q1bERUVpVcWEREBABg3bpze0gjJycnNngEK/GMsyJtvvgmdTgcA8PDwaHaNKVdXV+n77777TpqEbvjw4UbbOhUWAsOH622LioqCRqPRWyPrL3/5S5PH7dKlCwBgzpw5mDBhgrR93759zZ4BqpecnCzFX79GVlO8vLwA3Fj3i4ioLTABImpCVFRUo+s/qVQqaaFMAGbNW1WfhAB161uZsz5Vv379pO/btWuHdu2M3Gadl2ewydPTEwM63jhN3r59e4N1shoTEhKiN/PvzWtkNefmn4veGlnNqF/3iyxLam4q0K3u6wCY/r61JNu2AeXlgLs78MQTckfTco90fwSFFYVG74yk5jEBIjIiJCQECQkJnO6fqIFXj70KTK77OnfkXLnDaZEXX7xxF5g1J0DrRq2TOwSrxgSIyIj69Y6IiKjtaPu/CrnGQJu9FAaRPeB6R0TGTe8yHTj4x1eiW+QZs022Y/MMEJER9esdaTQas8bnENm6pSOWYlzoOLPGgRE1xlHG0zA8A0RkRK9evXD58mWuWUfUgKenJ2JiYuDpabj8B91eYz4Zg5i/x2DMJ2PkDqXF/t9j/0+2Y/MMELWpX3/9FTV/3KVUfyeRVqvFuXPn9CYFLCoqanI/Xbt2haenJ65cuQKtVqs3KWBtbW2j7RwdHaW7pk6ePAlvb2+o1eq6SQF//73JY4aHh0OpVJreWSI7cOXKFSQlJSEuLg5qtVrucOxaWlaa1a/L1jOwp2zHZgJEbeq+4cNRP5dyQkICli9fjtTUVIwcORKXL1+GWq3G4sWL8fnnnze5n8OHDyMmJgZJSUk4cOAATpw4AQC4++67UVJS0mg7Ly8vaRzPxIkTMWLECCQlJeH48eMYOnRok8d89NFH8fe//90615cjaiP14+NmzpwpdyhkAzZvlu/YXAzVEtjKYolG+vHrwYNWewZIpVJJkx5aHVt4T9lCHwDb6ccfuq/vjqslVxHqFYrT807LHU6LcDFUyxEaqkVWljx/v3kGiNpUnz59DH7Re3t76w0svnlSwOY0POV+86SAzalPmoA/JgXk4GYis5VWlaKkqgSlVaVyh0I2oMr/f7wNnoiILF+oSygc8x0R6hIqdygtFhxcd/YnOFjuSOjaPZNlOzbPABERkck2xGxA9LxobNBskDuUFjtyRO4IyBIwASIius1uvjuyIQ8PD2n9tLS0NEREREClUiE/Px8ZGRlN7vd2jLM7deqUGT2ltpR8NBllVWXwUHpger/pcofTIh5np6EUK+U5+G1ff74NFBcXCwCiuLhY7lBaJjdXCED/kZsrd1Tms5V+2AJbeC1soQ9CGO2HChBo5HHHHXdITQGITZs2CSGE2LRpU6Nt6h8JCQlCCCH2798vAIjLly8LIYR49NFHm217+PBhIYQQCxcuFD169JBi8PLyMqjr7u4uLl26dJt+gNSYsNVhAsshwlaHyR1Ki4WEyPf3m2eAiIhus5Sb7o5syMPDQ/peo9FIdyKOGzeu2YH79Yv3xsTEQKPRIPCPu8/efPNNxMfHN9m2a9euAIC4uDi9W9y/++47gzstrfoOSaI/MAEiIrrNjN0daczNCY9KpYJKpTJp/215p+XLKS+jKKsIvmd98fp9r5u8X0syZw5w7Rrg5wd88IHc0bTcOw++g/Lqcrg7u8sdilViAkRERCbbcmyLNPuwtSZAe/femAfImo2PGi93CFaNt8ETEdEt0VzVQJ2khjpJjRWHVhiU3/nRnVAnqdHn/T4GZUmpSVLbQxcP6ZWlF6ZLZfO/nG/QdswnY6TyhpKPJktlO0/t1CurdS4B4tTIHTfQzJ5Sa+vSRb5j8wwQERGZbN+UfaiurYazo7O0rUpXhcySTABAcWWxQZvs0mxklmSiUldpUKat1EptK2v0y3VCJ5UVVhQatM0rz5PKGyqrKpPKyqvL9ffrlQ54Z0LHuRxlt2cP4OMjz7GZABERkcl6B/U22KZUKKUFOX1cDP+aBXsGo6KmAn5ufgZl3i7eUlsXJxe9MoWDQipr52o4aDzAPaDRhUA9lB5SWcMxMgX3P2K0jbUpqSyBgIADHODl4iV3OFaHa4FZAltZK8hW+mELbOG1sIU+ALbTDxvi/tQUXEc+3KBC+T8/ljucFlMnqaXxWFfirHNRMzn/fvMMEBER2RW//3yMzEzAz8oHQdOtsakEqHv3utsbExL0t6sNx8cZtXUrMGzYjeeHDgFPPmla24YrCq9YAWza1Hy72Fjg47WmHYOIiKhebIdY5JfnQ+Vu2vQIluimKaduO5tKgLKygGLD8XfIND5GzkBlpeFzU9s2VFxsWtv8/Jbtn4iI7NvH46338l29H36Q79g2lQA5OBgfTW7qXA8uLobPWzpPhI+PaW1NnNeMiIjI5gQF1Z28kINNJUDBwYaXvwDDy1OmGjas5W0TEozHYlRey45BRETm850+A4qaAng5+QPYLHc4du3bb3kbPBER0W1R5Pe1dPcU2S8mQERERFZoxhczUFBeAH93f2weyzNZ5mICREREduXYs8dQK2rh6GDdq0F9fZ5nsm4FEyAiIrIr/u7+codAFoAJEBER2ZXu3YGrV4HQUOD0abmjaTlbOZMlF5tKgPxHrwZguBKxNfr1119R0+7G2jfOzs7o3btuDZ7jx49DpVIhJCQEWq0W586da3Jf/v7+aN++Pa5fv45Tp06ha9eu8PT0xJUrV5Cbm9tk244dO6Jdu3bIyclBVlYW+vXrBwA4efIkKioq9Oo6FRbCcK1nIiLLUloKlJTUfbVmPJN1i4QNKC4uFgBEyOshcofSMrm5QgB6DxUgcNMjLCxMqh4WFiYSEhKEEELs379fr56xxzPPPCOEEOK3334TAMThw4eFEEIsXLiw2bafffaZEEKI1atXCy8vLymGHj16GNRVNeiDAOr6RrefkfeU1b0WttAHIWynHzbEL+bfAj0+E34x/5Y7FLtX//e7uLj4th/bps4A2ZKUgwcNzgDV27dvH1R/zKAYExMDjUbT5L78/ev+S+jUqRM0Gg26du0KAIiLi8OTzaz10bFjRwDAlClTcO+990rbd+zYYfQMEIYPb65rRESyKvrTs4BnJopKwwBY5yKidOtsKgH6x7h/yB1Cq+nTp0+jq0XXXwoDAG9vbwwYMMCkfbq5uenVVavVUJu4UFpQUBCCgoKk5z169DCslMcZHYmIbpc9v+/B9errcHN2w+iuo+UOx+rYVAI0WD1Y7hCIiMjCef9vGYrKS+Ht7il3KLfk2T3PSrfBX4njmSxz2VQCNHo08N13ckdBRESWzOP0bBRlAh6cPseu2VQC1MzNUERERDZjWewylFaVwlNp3Wey5GJTkwdUe5+VOwQiIrIS2ZM6QZ2kxsitIw3KFn21COokNdRJapzJP6NXlno5VSpL/D7RoO3AjQOhTlJj4MaBBmWJ3ydKbVMvp+qVnck/I5Ut+mqRQduRW0dCnaRGp7c7AQBmR89GXEwcZkfPNqvfVMemEqCCBx6WOwSyUSWVJdIvpik7pxiUz/hihlReUF6gV7bn9z1S2UbNRoO2nd5um1/CRNQ0nUcmMksykVtmOB9aYUUhMkvqymtqa/TKKnWVUpm2UmvQNrs0G5klmcguzTYo01ZqpbaVukq9spraGqmssKLQoG1uWa5UTrfOpi6BEbUVASH90skvzzcoLygvkMprRa1e2fXq61JZaZXhzGuZJZmo0lUh0CPQoKz+lzCARn8JAzD6S5iIjNuwAbh+HZh/LgxOLsY/e+1c20lrbDk56v+pdFG4SGXeLt4GbYM9g/W+3szbxVtq66Jw0StzcnSSytq5tjNoG+gRiDCvMCgVymb7SM2zqQTIPf1RuUMgG7Hz1E6UV5fD3dkd46PGwwEO0i8mlbvKoL6/u79U3nBaejdnN6nM2LX6MK+wRhOgW/klTETGjf7jjvGJuNBonVUPrMKqB1YZLYsJj2nyrqsjs480WhZ/Vzzi74o3WtZN1a3J/e5/cn+jZWQ+ByGEkDuIW6XVauHj4wN//2/x1VeNDwarnwPnzJkzcHV11VseoileXl6IjIyETqfDsWPH9JaHyMxs+lRkWFgYgoKCUFhYiPT0dPTt2xcKhQJnz55FSUkJgD+WkGg4gWBubqPzAFmsvDwgsMEf8T/68XLKy9hybAsAYN+UfegddGMuI81VDcZ+OhYAMGvALCQMS9DbxZ0f3YmLRRfh5+aHX//8q15ZUmoSklKTAABbx2/FsA7DpLL0wnTctfkuAMAj3R/BulHr9NqO+WQM0rLSAMDgl47DCgcAsN7bS5t4LayGLfQBsJ1+ELWB+r/fxcXF8Pa+vf/I2dQZoIKCWERHN15en+tNnz4dPXv2xIcffogLFy4guqlGAB544AEcOHAAZWVliI6OxmeffYaJEyfi448/xl//+tcm265evRpxcXE4ePAgHnvsMelFnjdvHr766isAgAqArU8hWFRRJF2uqa6t1iur0lVJZcWVxQZt66+nN7xeDty4ng4AlTX65Tqhk8qMXU/PK89r9Fr6CzEv4G+pf2uuW0REZKVsKgFq7gxQveTkZLi6ugK4sTxEU7y8vAAAHh4e0Gg0estDDBs2rMm2YWF1lyiGDx8OjUYDDw8PAMD69ev1zgDZ+hISvq6+0uUaZ0dnvTKlQimV+bj4GLQN9gxGRU0F/Nz8DMr0rqc76V9PVzgomryeHuAeIJU31DOwJ8K8woxewyci66bRAFVVgFKJJv9pJttmU5fAQkKKcfWqFY6FaOYUeVZJFgZtGgQAeCjyIXzw8Ad6VSfumCjdTnn+ufN6icC249vw4tcvAgDeuv8tPNH7CamssqYSnd/pDKDumvaOiTv09jvn33Ow9+xeAMAvs35BiFeIVPbV+a/w9BdPAwCW3LkE8wbP46l+S2ILr4Ut9AGwnX7YELUayMwEwsKAK1Z4hduW8BJYK3Gddj+An+QOo9XdfCnnWsU1g/K8ssYv5ZRXl0tl5dXlBuX1ZXllhhfhrlVck8p1QqdXVlFTIZWVVJaY2hUiIiKLYFMJULnHJblDaBM3X8rxczW8DBTg0filHHdnd6nM3dndoLy+LMDD8L9RP1c/qVzhoNArc3Vylcq8XLxM7QoREZFFsKlLYO1XtsfFxRflDsd8tnKK3Fb6YQts4bWwhT4AttMPG8JLYJZDzktgNjUT9A9TfpA7BCIiIrICNpUAnT1reAs1ERERUUM2lQBNmRIudwhERERkBWwqASIiIiIyhU0lQOVdN8sdAhEREVkBm0qAtH3elDsEIiIisgI2NQ8QERFRc06dAoQAHBzkjoTkZFMJkO+Pa+UOgYiILJwX524l2NglMNcrI+UOgYiIiKxAi84Avfvuu1i1ahWys7PRt29frFu3DoMHD260/o4dO7B06VJcvHgRkZGRePPNNzFq1CgAQHV1NV555RV8+eWXuHDhAnx8fDB8+HCsXLkSoaGhZsXVTpcP5FW2pEvyys+XOwKqV1sLFBTIHcWt43uKiKhJZidA27dvR1xcHDZs2IAhQ4Zg7dq1GDFiBM6cOYPAhtO9Azh8+DAmT56MxMREjB49Gtu2bcO4ceOQlpaGXr16oby8HGlpaVi6dCn69u2LwsJCPP/88xgzZgyOHDliVmypuZ0BwxCITFdQYLhsARHZlKQkQKsFvL2BuDi5oyG5mL0W2JAhQzBo0CCsX78eAFBbW4vw8HDMnz8fS5YsMag/adIklJWVYc+ePdK2O+64A/369cOGDRuMHuOXX37B4MGDcenSJURERBiUV1ZWorLyxpkerVaL8PBwFAO4vSuJtCFrXCvIFtY8MtYHW2EDr0Wf4FxcUwRg61Zg2LAb2w8dAp580rTdNlz7acUKYNOm5tvFxgIff6y/7d57gd9/b7qdny4Pv2br9yPneC6iR5r2WqSkAN263Xi+bRvw4ovNtwsOBhr+DzlnDrB3b/NtJ08GVq3S39a9O1Ba2nzbDRuA0aNvPNdogLFjm28H1A1Ovnl8TlJS3aM5AwYAu3frbxszBkhLM14/K6vuZC/XApOfnGuBmXUGqKqqChqNBvHx8dI2R0dHDB8+HKmpqUbbpKamIq5Bij1ixAjs2rWr0eMUFxfDwcEBvr6+RssTExOxYsUKc0InIhuQlQ3kA6hscKW7srJuccuWKC42ra2xq4o5Oc23NXZRXqczPd6aGv3n5eUt7+u1a6a1LSw03Hb1KlBS0nzb69f1n1dVmR5vw3/HtVrT2oYbWQQgL6/lPyeyD2YlQPn5+dDpdAgKCtLbHhQUhNOnTxttk52dbbR+dna20foVFRVYvHgxJk+e3Gg2GB8fr5dU1Z8BIiLbFhIMuCgAFxf97S4udf/Nt4SPj2ltVSrDbUFBdQlUU/x0ABr8ulMoTI/XqcFvaXd309oGBxuJxc+0tu3aGW4LDTXtDJCbm/5zpdL0vja8Ld3b27S2xk5sBgQ039bYz4jsh0XdBl9dXY3HHnsMQgi8//77jdZzcXGBS8PfgPVOnjT+m8oK3DnuJAqKauDv64Qf/P3lDofqWfF7So8NvKd+/RWAkT92w4a1/FJGQkLdoyW++caESnkwGJsYFNTyeJ94ou7REh980LJ2ANDI/7jNio5ueV/j4lo+RqfhJTGihsxKgFQqFRQKBXJycvS25+TkILiRVDo4ONik+vXJz6VLl/DNN9+0/FqgSmVd4xxu8sN/Y+UOgYyx4vcUEREZZ9Y8QEqlEtHR0UhJSZG21dbWIiUlBTExMUbbxMTE6NUHgK+//lqvfn3yc/bsWRw8eBD+t/Cf6rN7noU6SQ11khollfoXrHee2imVJR9NNmhbXzbmkzEGZfO/nC+Vpxem65UdunhIKktKNRyx1+f9PlAnqXHnR3calK04tEJqq7mqMbO3RERE1BJmXwKLi4vDtGnTMHDgQAwePBhr165FWVkZZsyYAQCYOnUqwsLCkJiYCAB4/vnnERsbi9WrV+Ohhx7Cp59+iiNHjmDjxo0A6pKfRx99FGlpadizZw90Op00PsjPzw9KpdKs+K5dv4bMkrqRbwL6I+rKq8ulsrKqMoO29WXhPobjiQorCqVyndDplVXWVEpl2kqtQdus0izkl+fD1cnVoKy4slhqW6WrarpzRERE1CrMToAmTZqEvLw8LFu2DNnZ2ejXrx/2798vDXTOyMiAo+ONE0tDhw7Ftm3b8Morr+Cll15CZGQkdu3ahV69egEAMjMzsfuPi7X9+vXTO9Z//vMfDLv5XlcT+Ln5IcyrbuSbA/RH1Lk7u0tlHkoPg7b1ZQHuhpc72rm2k8oVDgq9MhcnF6nM28Xw0l2IZwhcFC4I9jS8TOjj4iO1VSrMS/aIiIioZcyeB8gSSfMIAPC2trlObjJnTt1tqn5+tzZYUTa2Og+QtfXBVtjKa2Er/SBqA1YzDxC1rb176+ataOntvERERGQam1oMlYiIiMgUTICIiIjI7jABIiIiIrvDBIiIiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOJ0K0IJMnA4WFQLt2ckdCRERk25gAWZBVq+SOgIiIyD7wEhgRERHZHSZAREREZHeYABEREZHdYQJkQbp3B7y9674SERFR22ECZEFKS4GSkrqvRERE1HaYABEREZHdYQJEREREdocJEBEREdkdJkBERERkd5gAERERkd1hAkRERER2hwkQERER2R0mQERERGR3uBq8BdmwAbh+HXBzkzsSIiIi28YEyIKMHi13BERERPaBCRC1rfx8uSMwj7XFS0RELcIEiNpWjx5yR0BERGSACZAF0WiAqipAqQSio+WOhoiIyHYxAbIgY8cCmZlAWBhw5Yrc0RAREdku3gZPREREdse2zgCdPw/4+8sdhf3y9wdyc9GnD5CVDYQEA7/+KndQrYDvKSIim2NbCZBKBTjypJZsHB2BgABcUwD5AFwUAALkDoqIiMgQswUiIiKyO0yAiIiIyO4wASIiIiK7Y1tjgMgiLFsGlJYCnp5yR0JERGQcEyBqdbNnyx0BERFR03gJjIiIiOwOzwBZkFOnACEABwe5IyEiIrJtTIAsiJeX3BG0jqwsQKcDFAogJETuaIiIiAzxEhi1ukGDgPDwuq9ERESWiAkQERER2R1eArMgSUmAVgt4ewNxcXJHQ0REZLuYAFmQpCQgMxMIC2MCRERE1JZ4CYyIiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO7wNnlpdSgpQUwM48d1FREQWin+iqNV16yZ3BERERE1jAmRBBgyoW0MrIEDuSIiIiGwbEyALsnu33BEQERHZByZA1Oq2bQPKywF3d+CJJ+SOhoiIyBATIGp1L754Y00zJkBERGSJeBs8ERER2R2eAbIgY8YAeXl1g6A5HoiIiKjtMAGyIGlpNy4dERERUdvhJTAiIiKyO0yAiIiIyO4wASIiIiK706IxQO+++y5WrVqF7Oxs9O3bF+vWrcPgwYMbrb9jxw4sXboUFy9eRGRkJN58802MGjVKKhdCICEhAZs2bUJRURH+9Kc/4f3330dkZGRLwiMiW5WfL3cE5rPGmInsgNkJ0Pbt2xEXF4cNGzZgyJAhWLt2LUaMGIEzZ84gMDDQoP7hw4cxefJkJCYmYvTo0di2bRvGjRuHtLQ09OrVCwDw1ltv4Z133sGWLVvQsWNHLF26FCNGjMDJkyfh6up6670kItvQo4fcERCRjXAQQghzGgwZMgSDBg3C+vXrAQC1tbUIDw/H/PnzsWTJEoP6kyZNQllZGfbs2SNtu+OOO9CvXz9s2LABQgiEhobir3/9K1544QUAQHFxMYKCgpCcnIzHH3/cYJ+VlZWorKyUnhcXFyMiIgKXL1+Gt7e3Od2xKN27A1lZgIMD8H//B8ybd6OspAQYNMi0/XzyCdC//43n+/cDCxY0387DA9Bo9Le98grw+efNtx0xAnj77brvY2OBnBwgKAj49lvTYiYykJ8PdO4sdxRt4/x5QKWSOwoi2Wm1WoSHh6OoqAg+Pj639+DCDJWVlUKhUIh//etfetunTp0qxowZY7RNeHi4WLNmjd62ZcuWiT59+gghhDh//rwAIP73v//p1bn77rvFc889Z3SfCQkJAgAffPDBBx988GEDj/Pnz5uTjrQKsy6B5efnQ6fTISgoSG97UFAQTp8+bbRNdna20frZ2dlSef22xuo0FB8fj7i4OOl5UVER2rdvj4yMjNufQcqoPnO29jNf5mK/2W97wH6z3/ag/gqOn5/fbT+2VU6E6OLiAhcXF4PtPj4+dvXGqeft7c1+2xH2276w3/bFXvvt6Hj7b0o364gqlQoKhQI5OTl623NychAcHGy0TXBwcJP167+as08iIiKiW2FWAqRUKhEdHY2UlBRpW21tLVJSUhATE2O0TUxMjF59APj666+l+h07dkRwcLBeHa1Wi59++qnRfRIRERHdCrMvgcXFxWHatGkYOHAgBg8ejLVr16KsrAwzZswAAEydOhVhYWFITEwEADz//POIjY3F6tWr8dBDD+HTTz/FkSNHsHHjRgCAg4MDFixYgP/7v/9DZGSkdBt8aGgoxo0bZ1JMLi4uSEhIMHpZzJax3+y3PWC/2W97wH7f/n6bfRs8AKxfv16aCLFfv3545513MGTIEADAsGHD0KFDByQnJ0v1d+zYgVdeeUWaCPGtt94yOhHixo0bUVRUhDvvvBPvvfceunbteus9JCIiImqgRQkQERERkTXjWmBERERkd5gAERERkd1hAkRERER2hwkQERER2R2LSYDeffdddOjQAa6urhgyZAh+/vlnk9p9+umncHBwMLhlXgiBZcuWISQkBG5ubhg+fDjOnj2rV+fatWuYMmUKvL294evri2eeeQalpaWt1SWTtGa/q6ursXjxYvTu3RseHh4IDQ3F1KlTcfXqVb22HTp0gIODg95j5cqVrdmtZrX26z19+nSDPo0cOVKvjq293gAM+lz/WLVqlVTH2l7v5ORkg3hdXV316tji57u5ftvq59uU19sWP9+m9NsWP99A3fJVc+fORUhICFxcXNC1a1d8+eWXZu2zoqICc+fOhb+/Pzw9PTFhwgSDCZWbddtXHzPi008/FUqlUnz00UfixIkTYtasWcLX11fk5OQ02S49PV2EhYWJu+66S4wdO1avbOXKlcLHx0fs2rVLHDt2TIwZM0Z07NhRXL9+XaozcuRI0bdvX/Hjjz+K77//XnTp0kVMnjy5LbpoVGv3u6ioSAwfPlxs375dnD59WqSmporBgweL6Ohovfbt27cXr776qsjKypIepaWlbdFFo9ri9Z42bZoYOXKkXp+uXbumV8fWXm8hhF5/s7KyxEcffSQcHBz0Fha0ttd78+bNwtvbWy/e7OxsvTq2+Plurt+2+vk25fW2xc+3Kf22xc93ZWWlGDhwoBg1apT44YcfRHp6ujh06JA4evSoWft89tlnRXh4uEhJSRFHjhwRd9xxhxg6dKhZsVtEAjR48GAxd+5c6blOpxOhoaEiMTGx0TY1NTVi6NCh4sMPPxTTpk3T+8NQW1srgoODxapVq6RtRUVFwsXFRXzyySdCCCFOnjwpAIhffvlFqrNv3z7h4OAgMjMzW7F3jWvtfhvz888/CwDi0qVL0rb27duLNWvW3Gr4LdYW/W7uZ2Evr/fYsWPFvffeq7fN2l7vzZs3Cx8fn0b3Z6uf7+b6bYwtfL5N6bctfr5b8nrbwuf7/fffF506dRJVVVUt3mdRUZFwdnYWO3bskOqcOnVKABCpqakmxy77JbCqqipoNBoMHz5c2ubo6Ijhw4cjNTW10XavvvoqAgMD8cwzzxiUpaenIzs7W2+fPj4+GDJkiLTP1NRU+Pr6YuDAgVKd4cOHw9HRET/99FNrdK1JbdFvY4qLi+Hg4ABfX1+97StXroS/vz/69++PVatWoaampkX9MFdb9vvQoUMIDAxEt27d8Oc//xkFBQVSmT283jk5Odi7d6/Rutb2epeWlqJ9+/YIDw/H2LFjceLECanMlj/fTfXbGFv5fJvSb1v8fJvzetvK53v37t2IiYnB3LlzERQUhF69euGNN96ATqczeZ8ajQbV1dV6dbp3746IiIgmf94Nyb4afH5+PnQ6HYKCgvS2BwUF4fTp00bb/PDDD/j73/+Oo0ePGi3Pzs6W9tFwn/Vl2dnZCAwM1Ct3cnKCn5+fVKcttUW/G6qoqMDixYsxefJkvdWFn3vuOQwYMAB+fn44fPgw4uPjkZWVhaSkpBb3x1Rt1e+RI0di/Pjx6NixI86fP4+XXnoJDz74IFJTU6FQKOzi9d6yZQu8vLwwfvx4ve3W9np369YNH330Efr06YPi4mL87W9/w9ChQ3HixAmo1Wqb/Xw31++GbOXzbUq/bfHzbe7rbSuf7wsXLuCbb77BlClT8OWXX+LcuXP4y1/+gurqaiQkJJi0z+zsbCiVSoPE/+bfAaaQPQEyV0lJCZ566ils2rQJKpVK7nBuG3P7XV1djcceewxCCLz//vt6ZXFxcdL3ffr0gVKpxJw5c5CYmGhx69CY2u/HH39c+r53797o06cPOnfujEOHDuG+++67HaG2qpa8zz/66CNMmTLFYCClNb3eQN0CyjcvhDx06FBERUXhgw8+wGuvvSZjZG3LnH7byucbMK3ftvb5Bsx/n9vK57u2thaBgYHYuHEjFAoFoqOjkZmZiVWrViEhIeG2xiJ7AqRSqaBQKAxGb+fk5CA4ONig/vnz53Hx4kU8/PDD0rba2loAdRn/mTNnpHY5OTkICQnR22e/fv0AAMHBwcjNzdXbd01NDa5du2b0uK2tLfrduXNnADd+OV66dAnffPON3n+HxgwZMgQ1NTW4ePEiunXrdqtda1Jb9vtmnTp1gkqlwrlz53DffffZ9OsNAN9//z3OnDmD7du3NxuLJb/exjg7O6N///44d+4cANjk59uYhv2uZ0ufb2Ma6/fNrP3zbUxT/balz3dISAicnZ2hUCikbVFRUcjOzkZVVZVJ+wwODkZVVRWKior0zgKZ8/MGLOA2eKVSiejoaKSkpEjbamtrkZKSopcd1+vevTuOHz+Oo0ePSo8xY8bgnnvuwdGjRxEeHo6OHTsiODhYb59arRY//fSTtM+YmBgUFRVBo9FIdb755hvU1tZKC7u2pbboN3Djl+PZs2dx8OBB+Pv7NxvL0aNH4ejoaHAKuS20Vb8bunLlCgoKCqQ/kLb6etf7+9//jujoaPTt27fZWCz59TZGp9Ph+PHj0mtpi59vYxr2G7C9z7cxxvrdkLV/vo1pqt+29Pn+05/+hHPnzkn/0AHA77//jpCQECiVSpP2GR0dDWdnZ706Z86cQUZGhsk/bwCWcxu8i4uLSE5OFidPnhSzZ88Wvr6+0i2BTz31lFiyZEmj7Y3dIbBy5Urh6+srvvjiC/Hrr7+KsWPHGr1Ntn///uKnn34SP/zwg4iMjLztt022Zr+rqqrEmDFjhFqtFkePHtW7LbKyslIIIcThw4fFmjVrxNGjR8X58+fF1q1bRUBAgJg6dWqb9vVmrd3vkpIS8cILL4jU1FSRnp4uDh48KAYMGCAiIyNFRUWFVM/WXu96xcXFwt3dXbz//vsGZdb4eq9YsUIcOHBAnD9/Xmg0GvH4448LV1dXceLECamOLX6+m+u3rX6+m+u3rX6+TXmfC2F7n++MjAzh5eUl5s2bJ86cOSP27NkjAgMDxf/93/+ZvE8h6m6Dj4iIEN988404cuSIiImJETExMWbFbhEJkBBCrFu3TkRERAilUikGDx4sfvzxR6ksNjZWTJs2rdG2xv4w1NbWiqVLl4qgoCDh4uIi7rvvPnHmzBm9OgUFBWLy5MnC09NTeHt7ixkzZoiSkpLW7FazWrPf6enpAoDRx3/+8x8hhBAajUYMGTJE+Pj4CFdXVxEVFSXeeOMNvV8kt0Nr9ru8vFw88MADIiAgQDg7O4v27duLWbNmGcypYWuvd70PPvhAuLm5iaKiIoMya3y9FyxYINUNCgoSo0aNEmlpaXr7s8XPd3P9ttXPd3P9ttXPtynvcyFs7/MtRF3iNmTIEOHi4iI6deokXn/9dVFTU2PyPoUQ4vr16+Ivf/mLaNeunXB3dxePPPKIyMrKMituByGEMP18EREREZH1k30MEBEREdHtxgSIiIiI7A4TICIiIrI7TICIiIjI7jABIiIiIrvDBIiIiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO/8fSepTxAAzvgQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2ux5XGo25ERERu3Xq1IkjR47UyrO6dOlCZmYmjRo1qvQ1gYGBBAUF8dZbbxEeHk5SUhJPPvmk3c8ODAxk2LBhPPHEE/Tv35+IiIgK8+bl5fHEE09w++2306JFC44cOcLWrVttxv64ubnx8MMP89prr+Hq6spDDz3E1VdffcnxNqWaN2/ODz/8wKFDh/Dx8aFx48Y4O6ud4kIKbkREpEpKZ+xcTNOmTTGZTGRkZJCUlET37t0BS4tFTk7ORa/t2LEj7u7uHD582Dq1urKcnZ358MMPeeSRR+jYsSPt2rXjtdde47rrrqv0PUrdd999rFy5knvvvfei+VxcXDh+/DhjxowhLS0Nk8nEsGHDmDVrljWPt7c3U6dO5c477yQ5OZm+ffvy9ttvV7osjz/+OGPHjqVDhw7k5eVx8ODBKk+Vd2hGA5CZmWkARmZmZl0XRUQakEGDBtV1ERq8vLw8Y9euXUZeXp5Nenp6umE2mw3goq/FixcbhmEYixcvNs7/yrn66qsvee0ff/xhGIblfezfv79x4sSJ2qv4ed59910jKCjIyM/Pv6z7LFu2zPD396+eQtUjFf0dMYy6+/5Wy42IiNjNZDKxdevWSrXcAAwdOtTaagOWBe0u1XJTOo5l/vz5uLq6Whf5qy25ubmkpKTw4osvMmnSJNzd3Wv1+VJ1Cm5ERKRKwsPDrdOnL8VkMmEymazH7dq1q/RzWrZsaXfZqsNLL73E888/z5/+9CemTZtWJ2WQqtEoJBERkXLMnDmTwsJC4uPjrYv+XY7SHb6l5im4EREREYei4EZEREQcioIbERERcSgKbkRERMShKLgRERERh6LgRkRERByKghsREbksezP2EjEvgoh5ETzx5RNlzg9cMZCIeRG0fLXsejVvJb5lvfaz3z6zOXc897j1XMS8CHq81aPG6lDb7rnnHoYOHVrXxXBYCm5EROSyFJUUkZydTHJ2MifPlN15+1jOMev5C50uOG09l1eYZ3OuxCghOTsZLzcvuod3p1NoJ7vK9ccff3DvvffSpEkT3N3dadasGY8++ijHjx+3yXfdddfx2GOPlbl++fLlBAQE2PVMqR+0QrGIiFwWV2dXzL5mAAI9y26RENIoBLOvGXeXstsX+Lj7WK/1cvOyOefs5IzZ14y3mzev3fwazQOaV7pMBw4cICYmhrZt2/LBBx/QokULfv31V5544gnWr1/P999/T+PGje2oZeUUFhbi5uZW7fcV+6jlRkRE7JbwRwKbD20m4Y8E2pnacSTuCEfijjC3/9wyeTfctYEjcUc48OiBMucmRk+0Xntb29tszgV5B3Ek7gg/3f+TXYENwOTJk3F3d+fLL7+kX79+NG3alJtvvpmNGzeSnJzM008/bdf9ynPo0CGcnJxYtWoV/fr1w9PTk/fff5+ZM2fStWtXm7zz58+/6O7dJSUlzJkzhxYtWuDl5UWXLl345JNPrOdPnjzJ6NGjCQ4OxsvLizZt2rBs2bLLroOjUsuNiIjYbcTHI0jOTsbsa+ZI3JG6Lo6NEydO8MUXX/D888/j5WXbGhQWFsbo0aNZtWoVb7zxBk5OTpf9vCeffJKXX36Zbt264enpyaJFi+y+x5w5c1ixYgULFy6kTZs2/Pe//+Wuu+4iODiYfv368eyzz7Jr1y7Wr1+PyWRi37595OXlXfrGVygFNyIi4lB+//13DMMgKiqq3PNRUVGcPHmS9PR0687jb7zxBkuWLLHJV1RUhKen5yWf99hjjzFs2LAqlzc/P58XXniBjRs3EhMTA1g2C/32229ZtGgR/fr1IykpiW7dutGjh2VQ9cVagUTBjYiIVMHknpPJys/Cz8Ovxp81+tPRZORmYPI28f6w9yt9nWEYlX/G6NFluqo+/fRTXnjhhUteWxpwVNW+ffvIzc3lpptuskkvKCigW7duADzwwAMMHz6c7du3079/f4YOHUqfPn0u67mOTMGNiIjYbVrfabX2rP8c+o+1C6wyWrdujZOTE7t37+bPf/5zmfO7d+8mMDCQ4OBga5q/vz+tW7e2yVfaqnMpjRo1sjl2dnYuE1gVFhZWeP3p06cBWLduHWazbR09PDwAuPnmmzl8+DCff/45X331FTfeeCOTJ0/mH//4R6XKeKXRgGIREXEoQUFB3HTTTbzxxhtlxqWkpqby/vvvM3LkyGoZb1Oe4OBgUlNTbQKcHTt2VJi/Q4cOeHh4kJSUROvWrW1ekZGRNvcdO3YsK1asYP78+bz11ls1Un5HoJYbERGp13ZP3o2BgROVD0YWLFhAnz59GDBgAH/7299spoKbzWaef/75GivvddddR3p6Oi+99BK33347GzZsYP369fj5ld+F5+vry+OPP86UKVMoKSnh2muvJTMzk++++w4/Pz/Gjh3L9OnTiY6O5qqrriI/P5/PPvuswjFFopYbERGponkJ86yrB28+tNnm3MGTB63nHv784TLXDv5gsPX8hZbvWG499+nuT/H18MXPww9fD99Kl61NmzZs27aNli1b8pe//IVWrVoxceJErr/+ehISEmpkjZtSUVFRvPHGG7z++ut06dKFH3/8kccff/yi18yePZtnn32WOXPmEBUVxcCBA1m3bh0tWrQAwN3dnWnTptG5c2f+9Kc/4eLiwocfflhjdWjonAx7RlzVkaysLPz9/cnMzKww8hURudDgwYNZu3ZtXRejQTtz5gwHDx6kRYsWNjOHVv68kr9+9VfrqsMbRm9gQOsB1vP7TuyjzT/bADC602hWDFthc9+Yt2P4/sj3ABgzbL+GXv/xdR5a/xAA7/35Pe7qfFf1V0yqTUV/R6Duvr/VLSUiIna7s9OdpJ5OZV7CPAA8XD1szrs4uVx01eJg7+AKBwg3cm9kPeft5l2dxZYrhFpuRMRhqeXm8l3sf+UiUD9bbjTmRkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqmgouISOWVlMDx43X3/KAgcNb/y+XiFNyIiEjlHT8OldxQskYcOwbnbXgpUh6FvyIiIuJQFNyIiIjUE7m5uQwfPhw/Pz+cnJw4depUuWlycQpuRETE4WRnZ/PYY4/RrFkzvLy86NOnD1u3bi037/XXX8+SJUsAiI+Pp0+fPvj6+hIWFsbUqVMpKiq66LOaN2/O/Pnzy6TPnDmTrl272lXud955h2+++YYtW7aQkpKCv79/uWlycRpzIyIil2fXLjCZqv++GRnQoUOVLh0/fjy//PIL7733Hk2aNGHFihXExsaya9cuzOZze1qdOHGC7777jg8//JCffvqJW265haeffpp3332X5ORk7r//foqLi/nHP/5RXbW6qP379xMVFUXHjh0vmiaXYDQAmZmZBmBkZmbWdVFEpAEZNGhQXRehwcvLyzN27dpl5OXlWRKOHTMMsH0dO1YzD6/is3Jzcw0XFxfjs88+s0nv3r278fTTT9ukvfvuu0bv3r0NwzCMadOmGT169LA5v3btWsPT09PIysqq8HnNmjUzXnnllTLpM2bMMLp06WI97tevn/Hoo4/a5BkyZIgxduxY63nA+urXr1+5aaXPnD17tnH33XcbjRo1Mpo2bWqsWbPGOHbsmDF48GCjUaNGRqdOnYytW7dan5WRkWHccccdRpMmTQwvLy+jY8eOxsqVK23K069fP+Phhx82nnjiCSMwMNAIDQ01ZsyYUWHdDaOcvyPnqavvb3VLiYiIQykqKqK4uLjMJo5eXl58++23Nmlr165lyJAhAOTn55d7zZkzZ0hMTKzZQgOffvopEyZMICYmhpSUFD799NNy00q98sorXHPNNfzvf//j1ltv5e6772bMmDHcddddbN++nVatWjFmzBiMs/tjnzlzhujoaNatW8cvv/zCxIkTufvuu/nxxx9tyvHOO+/QqFEjfvjhB1566SWee+45vvrqqxqvf3VScCMiIg7F19eXmJgYZs+ezdGjRykuLmbFihUkJCSQkpJizZefn8+GDRsYPHgwAAMGDGDLli188MEHFBcXk5yczHPPPQdgc115pk6dio+Pj83rhRdesKvcjRs3xtvbG3d3d8LCwmjcuHG5aaVuueUWJk2aRJs2bZg+fTpZWVn07NmTESNG0LZtW6ZOncru3btJS0sDwGw28/jjj9O1a1datmzJww8/zMCBA/noo49sytG5c2dmzJhBmzZtGDNmDD169CA+Pt6uutQ1BTciIuJw3nvvPQzDwGw24+HhwWuvvcaoUaNwPm8BwE2bNhESEsJVV10FQP/+/Zk7dy73338/Hh4etG3blltuuQXA5rryPPHEE+zYscPmdf/999dcBbEEIaVCQ0MB6NSpU5m0Y8eOAVBcXMzs2bPp1KkTjRs3xsfHhy+++IKkpKQK7wsQHh5uvUdDoQHFIiJyeTIy6t19W7VqxX/+8x9ycnLIysoiPDyckSNH0rJlS2uetWvXWlttSsXFxTFlyhRSUlIIDAzk0KFDTJs2zea68phMJlq3bm2Tdn4rC1gCpNIuolKFhYVVqR4Abm5u1p+dnJwqTCspKQFg7ty5vPrqq8yfP59OnTrRqFEjHnvsMQoKCiq8b+l9Su/RUFSp5eb111+nefPmeHp60rt37zL9dReaP38+7dq1w8vLi8jISKZMmcKZM2eqVGAREalnOnSwrFpc3a8qzpQ6X6NGjQgPD+fkyZN88cUX1vE1hmHw73//23p8PicnJ5o0aYKXlxcffPABkZGRdO/e/bLLEhwcbNO9VVxczC+//HLZ962s7777jiFDhnDXXXfRpUsXWrZsyW+//VZrz69NdrfcrFq1iri4OBYuXEjv3r2ZP38+AwYMYO/evYSUsyT3ypUrefLJJ1m6dCl9+vTht99+45577sHJyYl58+ZVSyVERETO98UXX2AYBu3atWPfvn088cQTtG/fnnHjxgGQmJhIbm4u1157rc11c+fOZeDAgTg7O/Ppp5/y4osv8tFHH+Hi4nLZZbrhhhuIi4tj3bp1tGrVinnz5tXqgnxt2rThk08+YcuWLQQGBjJv3jzS0tLoUA1BZH1jd8vNvHnzmDBhAuPGjaNDhw4sXLgQb29vli5dWm7+LVu2cM0113DnnXfSvHlz+vfvz6hRoy7Z2iMiIlJVmZmZTJ48mfbt2zNmzBiuvfZavvjiC2uXy5o1a7jllltwdbX9P/769evp27cvPXr0YN26daxZs4ahQ4dWS5nuvfdexo4dy5gxY+jXrx8tW7bk+uuvr5Z7V8YzzzxD9+7dGTBgANdddx1hYWHVVrf6xsm4sAPwIgoKCvD29uaTTz6x+YWMHTuWU6dOsWbNmjLXrFy5kgcffJAvv/ySXr16ceDAAeuUtaeeeqrc5+Tn55Ofn289zsrKIjIykszMTPz8/OyonohcyQYPHszatWvruhgN2pkzZzh48CAtWrSwTJNOT3eIjTM7d+7MM888w1/+8pdqKNSVrczfkfNkZWXh7+9f69/fdnVLZWRkUFxcbB2BXSo0NJQ9e/aUe82dd95JRkYG1157LYZhUFRUxP33319hYAMwZ84cZs2aZU/RRESkNgQFWQKMunz+ZSooKGD48OHcfPPN1VAgqY9qfLbU5s2beeGFF3jjjTfo3bs3+/bt49FHH2X27Nk8++yz5V4zbdo04uLirMelLTciIlLHnJ2rpeWkLrm7uzNjxoy6LobUILuCG5PJhIuLi3VBoFJpaWmEhYWVe82zzz7L3Xffzfjx4wHLHPycnBwmTpzI008/Xe7aAR4eHnh4eNhTNBERERHAzgHF7u7uREdH26xUWFJSQnx8PDExMeVek5ubWyaAKR11bsdwHxEREZFKsbtbKi4ujrFjx9KjRw969erF/PnzycnJsU6vGzNmDGazmTlz5gAwaNAg5s2bR7du3azdUs8++yyDBg2qlql1IiJS8/SfUalIffy7YXdwM3LkSNLT05k+fTqpqal07dqVDRs2WAcZJyUl2bTUPPPMMzg5OfHMM8+QnJxMcHAwgwYN4vnnn6++WoiISI0onTqdm5uLl5dXHZdG6qPc3Fyg7MrGdcmuqeB1pa6mkolIw6ap4NUjJSWFU6dOERISgre3t3VZf7myGYZBbm4ux44dIyAggPDw8DJ5GsRUcBERufKUThhpaJsnSu0ICAiocFJRXVFwIyIiF+Xk5ER4eDghISGXtdGjOB43N7d6OX5WwY2IiFSKi4tLvfwiE7lQlXYFFxEREamvFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3IiIi4lAU3IiIiIhDUXAjIiIiDkXBjYiIiDgUBTciIiLiUBTciIiIiENRcCMiIiIORcGNiIiIOBQFNyIiIuJQFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3IiIi4lAU3IiIiIhDUXAjIiIiDkXBjYiIiDgUBTciIiLiUBTciIiIiENRcCMiIiIORcGNiIiIOBQFNyIiIuJQFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3IiIi4lAU3IiIiIhDUXAjIiIiDkXBjYiIiDgUBTciIiLiUBTciIiIiENRcCMiIiIORcGNiIiIOBQFNyIiIuJQFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3IiIi4lAU3IiIiIhDUXAjIiIiDkXBjYiIiDgUBTciIiLiUBTciIiIiENRcCMiIiIORcGNiIiIOBQFNyIiIuJQFNyIiIiIQ1FwIyIiIg7Fta4LICIiIg6mpASOH4fs7Dp5vIIbERERqV7Hj0NISJ09Xt1SIiIi4lAU3IiIiIhDUbeUiIiIXFzpGJrKysioubJUQpVabl5//XWaN2+Op6cnvXv35scff7xo/lOnTjF58mTCw8Px8PCgbdu2fP7551UqsIiIiNSy0jE0lX116FCnxbW75WbVqlXExcWxcOFCevfuzfz58xkwYAB79+4lpJzBQwUFBdx0002EhITwySefYDabOXz4MAEBAdVRfhEREREbdgc38+bNY8KECYwbNw6AhQsXsm7dOpYuXcqTTz5ZJv/SpUs5ceIEW7Zswc3NDYDmzZtfXqlFREREKmBXt1RBQQGJiYnExsaeu4GzM7GxsSQkJJR7zdq1a4mJiWHy5MmEhobSsWNHXnjhBYqLiyt8Tn5+PllZWTYvERERkcqwq+UmIyOD4uJiQkNDbdJDQ0PZs2dPudccOHCATZs2MXr0aD7//HP27dvHgw8+SGFhITNmzCj3mjlz5jBr1ix7iiYiIiK1adcuMJkumiWmYzYca1VLBTqnxmdLlZSUEBISwltvvYWLiwvR0dEkJyczd+7cCoObadOmERcXZz3OysoiMjKyposqIiIilWUyQXAwAJs3w113lc2SfKywdst0ll3BjclkwsXFhbS0NJv0tLQ0wsLCyr0mPDwcNzc3XFxcrGlRUVGkpqZSUFCAu7t7mWs8PDzw8PCwp2giIiJiD3umd19iand+PiQnl3dmn93Fqg52BTfu7u5ER0cTHx/P0KFDAUvLTHx8PA899FC511xzzTWsXLmSkpISnJ0tQ3x+++03wsPDyw1sREREpBZc5hYJ2dnZ/P7HHwAcPmxtxLFhGI3qZMkbu7ul4uLiGDt2LD169KBXr17Mnz+fnJwc6+ypMWPGYDabmTNnDgAPPPAACxYs4NFHH+Xhhx/m999/54UXXuCRRx6p3pqIiIhIrdm6dSs33nHHRfPcfffdvPdeLRXoPHYHNyNHjiQ9PZ3p06eTmppK165d2bBhg3WQcVJSkrWFBiAyMpIvvviCKVOm0LlzZ8xmM48++ihTp06tvlqIiIhIrerZsyeJiYkXzePu7s57dRDdOBmGYdT6U+2UlZWFv78/mZmZ+Pn51XVxRKSBGDx4MGvXrq3rYojUHnvH0VzOSsLHjpXfF3Weuvr+1t5SIiIijuIyx9Gwaxc7jx69aJYmTZpgMpkgKKjqz6lhCm5ERETEwmSiyyVac8xmM1u3biXcuUrbU9YKBTciIiJidalxNCaTifDw8FoqTdUouBERERGr7t2713URLpuCGxEREUd2iW0SOnXKIzXtMGGhzfi5Ho+jsYeCGxEREQdWHBiIS3Awv//+O9nZ2WXOJxfs5iR34VSSCM5NK3XPiHkRAHQP787aUbYzEh/+/GH+tedfAHw+/PPLLH3VKLgRERGpTfZM17ZXOcsB5+bm4gs89NBDfPnllxVc6I2z88U3wTxfcrZlr4VI/7L7Pp48c9J6vtgorvQ9q5OCGxERkdp0udO17eTt7Q3AggULym25GTgQ0tNNuLpWrtUGwOxrBiDYu+w6N4GegdbzLk4uZc7XBgU3IiIiDqxbNxdOuAC0saa1bQubNll+vukmS4PPRYbllHEk7kiF5/55yz/55y3/BCyL+NUFBTciIiKXqxp32K5uKalw4RP9/c/9/P77tVqcWqHgRkRE5HLVcleTPcLDwOOC3qGz20HabfmO5eQU5NDIvRH3dL3nsstWUxTciIiI1LVLTNcGiI2FtLRiiop+xcWlKc7OAZSUHKO4OBWA118/d4uRIyHjeGPCwyLYmRwEdiwmPPrT0fzn0H8A2D15N74evtZz49aMAyxjbhTciIiISMVMpktuQvlL2u+kpT0ELODc+Jlg4CoA2l4DEZYZ2kx5AU6fBh8f7ApsADJyM6yznQxs99aeff1snv36WftuWAcU3IiIiNSxffv24ZabS7NmzcjLy2P37t1l8hQU7Aa+xMkpmyZNyt7D5byup4kTLX++lfgWEfOeA2DhbQu5re1t1jzHc4/TZWEXgryDWHPHGpoHNAfA5G2yznZywsnmGR2CO2D2NRPmE1b1ytYCBTciIiI1oRJdTaXGDBpEh44dWbJkCQcOHCA6OrqCnN6EhJg4UvFkJRunC05bW2HyCvNszpUYJSRnJ+Pl5sUj6x8hyDuIZUOW8f6wikcYD4saxrCoYZV7eB1ScCMiIlITLtHV1KHDdnbvjiY4OBEnp3c4cMiTiAgwjJYEB1s2r3z0Ubj5Zkv+qqxH4+PuY22F8XLzsjnn7OSM2ddMXmEe21O21/vWGHsouBEREakDpTPC09MB2p13xguwbF4ZGgql+1h+8w0UFYGrHd/cE6MnMjF6YrnngryDLrpeTUOm4EZERKQOOTlR7hgagLOLCwPQ7mz8szdjLxHzbgRgVMdRzO0/1+aagSsGknI6xWYczZVGwY2IiEgdMJksrTbt21uG51RWUUmRdRzNyTMny5w/lnOMnWk7abegHWZfMwcePVBdRW4w7JwgJiIiIpVRuo9TSkoKP//8szX9559/Zvv27Tz9tGVG1IoV9t3X1dkVs68Zs6+ZQM/AMudDGoVg9jUT7B1MY6/GVa9AA6aWGxERkfJc5pYKW7du5YaWLVm0aBFLlizhyNkpTjfffDPJyZaWF29vb0z2bOoEtDO1u+hYmQ13bbDrfo5IwY2IiEh5LnNLhZ49ewIwadIkhg8fbk1fv349hYWFAJhMJpo2tcx+6vFWD1JPpxLmE8a2idts7jXnmzk8tekplg1ZRrugdsRExlS5XFcCBTciIiI1wNfXsm1BeHg44eHh1vROnTqVmz/1dKp1LM2FsvItu2uPWzMOs6/ZYWc5VRcFNyIiIjWg85udOeHjQvyYeNqZzk31TvgjgREfjyDvRBC9D6wh0rc5ixZhXWemvPVm/Dz8rOvVONJ6NDVFwY2IiFw5LnMcjT1STqeSYVhmN50vvzif5OxkPFK6sP7YIvwy/VjEtDJdUeeb1nca0/pOu6zyXEkU3IiIyJXjMsfRRHWA2/tOYvbs2WzdupVbbr2VJjPCMZwNyICUf6bi7eXF7Qtux/NEPGZnJ1ydbb9qPVw8MPuaSWn8EwT8RF5+GKDApTopuBEREamkPNMklqx5hmWfBVNS8iecghPZWRIDTgW4llxFYPA6XH1NvHxvU14+77onnoAPPig9igGOQApQAiFmLBt9S7VRcCMiIlJJOafakJEacfbIB+gOWWZwKaAoM4L09O6cOVP2upMnIbn8scJSAxTciIiIVFL4sTF4mC9I/OS8FYDN4ONT9rrAQDBfeN1ZYRofXO0U3IiIyBUtCghq25Zvv/0WgLDJYRQ3LwFgfqtXeOz+KXh7efHdd9+xs0tQldb2nzvX8pLaoeBGREQavNIF8C5c/2X5juU8s+kZAF67+TWGmfqWuXbVxo24hodDcDAAvQfextYTW3F2dubqQYP4ouefMJlMRJxdbE/qPwU3IiJSv9gzXfusgtRk8k+nkrQvkab+54KQ4rRU8lOTrT9D2endnTt3tgY2AGvuXWOboYIdu6X+UnAjIiL1SxWma+8s/WFuD5v0+86+LOcmX2bBpKFQcCMiIrWmRw9ITS2bvns3nN2tQOSyKbgREZFak5pa/pRow6j9sojjUnAjIiK1ztkZzttLEienuiuLOB4FNyIiUuvCw+HI2YlN1y69lqjFh2js1ZidD+ws/4Jdu8BkAuDwqcMM+mAQALe2uZU5sXPYuXMnN8bGEr9xo2WAsD2CgqpaDamnFNyIiEidSj2dSnJ2MvnF+RXm2Xn0KEV5eWePnNn04M+YTCYyMjLYnpREo4gIWl99NR4RETYzn+TKpOBGRERq3tnp3W5XzcXUNgs3Nz9IfwKA9kYQ3k45BBqBkJ5e7m7cN8bG2kziXrx4MePHj2f16tVMmDABwzBISEiopcpIfafgRkREat7Z6d0Hz08LsSzZ+5k1IRWmlj8FPH7jRooCA63HTc8uqDd06FC6d+9e7cWVhk3BjYiIA1i5Ev7610vnCwuDbdts0yZNgnXrLn3tqFFltxDwfKQHRr4fwes22aRn9nia3DbvAGDasJ73ngyj/6UfUaELF9orZTKZMJ0diyNSSsGNiIgDyM2t+q7TJ05c5NpWX8KQewH4rvBJ4CGb0/lBiVDgTXLOITjV/NyJLqfAx3LTY8cLyStnp2yRmqLgRkTEAXh7V7zr9PnK24G6ceOKr80LOcMJP0uQ4pqfXX4ml0Jc7x5C6Kc/WZMy3QLIPW25qSnIDS/PS5dNpLoouBERaaD27oWiInB1hTvvtLwuJr8on1avtSJiHsRExvDxiI8BWLTIcn7Svyex7ndL/9TWCVsJ9w3ny/2e3LvGEqT85eaySwi3C2rH6YLThEW4se218888f/YFzMUyUPgCuz75hKKAAOuxn58fzZs3p6CggD179tCiRQt8S5ct1nRtsYOCGxGRBurGGy3dSWbzuTVjLiU529IKk55TNtg4ceaE9XyxUQxA/1b9y+y0fb49D+0hKSnJMiV7+3abc87OznTt2hWAvXv30u6Cazv86U/ljqNxBzpXphlKpAIKbkREriBmX0vQENyobFDR2LOx9byLk8vFb3R2aveRI0foe8015FrXoDnHp1EjDh60zI96/J57+Pdlll2kshTciIhcITxcPS7aCrNo0KLK3+zs1O4I4HBFeXJyrLt7K7CR2qTgRkSkFt1wA/z226XzTZ8OEyeeO05JgZ49bfOkpFRv2c5X2tV0obZt2+Lj48PRo0dpUnOPF7ksCm5ERGpRWlrlpmyfPm17XFx88etGfDyChD8sK/Tuf2Q/Hq4e1nMrf17J6E9H83Tfp+kQ3IE7O1Uw8rgSXU2fr1tHz549eXfePJ68dDVE6oSCGxGRWhQaCpmZl87n42N77OJS8XTtsDDLAOHSwcAXyi3MBeD5b57H7GuuOLipTFfTrbcCKLCRek3BjYjIZZg1CxYvrvh8cjK0bQs9esD778OmTRXnvZjzd9Euz4iPg62DgS/k7eaN2ddMcXExfs5+NrOawsPDCQ8PJysri0M7d2Lnftq2ztu5u1I0vVtqiIIbEZHLkJl56W6m336zjK2tSaVr1pTnzk53cq3/tURFRZGam0o00dZzM2bMYObMmSQkJHDXwIGUnSBuB5NJO3JLvaDgRkTkMvj7V31l4Ms16d+TOHHmBI09G19yplNGRga5ubmsWLGCqKgoa3p4eDgAMTExxG/cCLGx1V9QkVqm4EZE5DLMmGF51YV1v68jOTuZEM8QJpknAdCoUSPatbMsl7d9+3aaNm2KyWSyznyKiooqdxdtPz8/y+aUF7Knq0ndTFJPKLgRkQajRw9ITS3/3IQJZYOMr76CiIhL33fFCrjuunPHmzfDXXdVnL+0G8qelYEro8dbPThdcJo9D+2xSV/w4wJe/PZFAJYOWUr/Vpb9tYuLLasIHzt2jOhoS1fT1VdfTUKCZdZUdHQ0ixcvZvz48SQmJgLYv4O2upqkAVJwIyINRmpqxeNbypuBdOZM5aZd5+eXPa7qDtuXI/V0Kln5WRw6dYjmAc2t6dn52daZUGeKzm2vvfya5Qy8eSD/fO2f9EnsA1habkolJibStGlTACZMmMDo0aOtxyKOTMGNiDQ4zs6W2UPn8/cvm8/Ts3I9JR4eZY/rahxNdkE2/Zf158N+H1rTGrk1wuxrpqioiJPpJ6EdFBQUkHEwA7KgT6c+5XY1nZ9md4uNSAOm4EZEGpxLTYsuddNNsHat/fe/7rrq7W6qrKaNmnL04FF+P/g70XHnZjRlZmbyyNWPMGDAAD7b+hljrx3LsWPHuOuuu/D29lbgInIBBTciUqcuNo6mbVvbdWGCgiyL2Z0dauJwFvRcQPT90ZYZTY+cm9FU2tW0YMECXFwsG1qGhISQmJiIyWRSV5PIBaoU3Lz++uvMnTuX1NRUunTpwj//+U969ep1yes+/PBDRo0axZAhQ1i9enVVHi0iDuZi42gu7GpaswYmTYJff635clWnC/dpatGiBYGBgaSlpZGSkkLXrl0BOHToEFDxjKY2bdpYf3Z3dy83Txlnt1SolHL2khJpiOwOblatWkVcXBwLFy6kd+/ezJ8/nwEDBrB3715Czu7+Wp5Dhw7x+OOP07dv38sqsIg4pvLG0YSG2h43b26ZvFMTY11qSucFnfnl0C8YhmFJ+AA+evUjRowYwfvvv8+zC54l8KFAAPJ/yK/+bqazWyqIXEmc7b1g3rx5TJgwgXHjxtGhQwcWLlyIt7c3S5curfCa4uJiRo8ezaxZs2jZsuVlFVhE6rcePSzTryt6XbiTdWmrTek4mvNf5W1V8P77sG1bzdejuvQJ6oPxi0HH0I7gB8veXUbs2YXyRo8ezZKlS0jOTiY5O5nYQbHs3r1b3Uwil8mu4KagoIDExETrBxPA2dmZ2NhY67oK5XnuuecICQnhvvvuq9Rz8vPzycrKsnmJSMNQ2s1U0evC8TIPP1w35bxcSUlJbN++ne3bt3P4sGWbyby8PLZv387ps1t6HzlyhL4lfeEHyHfLx+xrplOHTgQGWlpqQkND6RjVEbOvGbOvmZbhLRXYiFQDu7qlMjIyKC4uJvSCtuLQ0FD27NlT7jXffvstb7/9Njt27Kj0c+bMmcOsWbPsKZqI1DPldTOBZUDw+Tp2tEy7bkhdTUlJSURFRZGba9lt+7777mPJkiUcOHCA6OhotmzZQkxMDPPmzeOVV17B29ubjcM3lhu4dArtxJG4OpiaJeLAanS2VHZ2NnfffTeLFy+2qw952rRpxMXFWY+zsrKIjIysiSKKSA2p7HTtiRMtr/ro4c8f5l97/gXAN+O+oUVgC+DsPk0huQTeF4ibmxvhnSxRXMuWLUlMTKRt27Z0frMz6eHpdHm1C2uHrq1fLTLaUkEcnF3BjclkwsXFhbS0NJv0tLQ0wsr5b9f+/fs5dOgQgwYNsqaVlJRYHuzqyt69e2nVqlWZ6zw8PPC4cFUtEZFadvLMSevKwMXGBf1pLnCy+CQUg4u3pTnKy8vLOoMp5XQKGbkZNPJoVL8CG9CWCuLw7Apu3N3diY6OJj4+nqFDhwKWYCU+Pp6HHnqoTP727dvz888/26Q988wzZGdn8+qrr6o1RsQBxcdDURG4NrBVtAZ/MJgjJ4/g6+zLK71ewc3NjUDPQMy+ZgoLCzmefpzWjVuTlZXF7t27oRhCPENwc3PDz8OvzP3CfcLxcPEgzKcB9beJOAi7//mJi4tj7Nix9OjRg169ejF//nxycnIYN24cAGPGjMFsNjNnzhw8PT3p2LGjzfUBAQEAZdJFxDGc3ZC6wdl6ZCupuamQBdEPRGM2mzly5Aj/vOWfREREsD5vPb1n9iYhIcG6MvDWUVsrbJXZ+cDOWq6BiJSyO7gZOXIk6enpTJ8+ndTUVLp27cqGDRusg4yTkpJwdrZ7hrmI1GMXW0X4Qi+9BHfeWbPlqQmlXeaBgYFsTNyIm5ub9dz69eut4wZjYmK0MrBIPedkWFeWqr+ysrLw9/cnMzMTP7+yzb8iUrNKg5vK7JS9eDGMH1/zZbqUHm/14NdXfyXoviB2T96Nr4ev9dynuz/lkfWPAPC3G/7GPV3vYfv27URHR5OYmFi5lX8bivT0sov4HTumMTdSK+rq+7uB9YqLSF3Ytg0OHYIhQy69kr+3d60U6ZJST6dypugMydnJ/G/H//Bx8wEsWxvkFuZaBwrnFOQAWMbRNBTaUkHkohTciEilNG8OP/1U16WovB7BPUgutAQw/f7UDwos6b/88gvebt54F3lTVFREI3fLppQNaodtbakgclEKbkSuUPaMo7n1Vli0qGbLU92mXzWdNQfXsKL1CqISzu2w3bJlS67yuoro8dGcOXOGdmdHQGscjYjjUHAjcoW6/no4edKyw/b3318874kTtVOmyrhwh22z2UxoaCgnT57k4MGDdOnSBRcXF5LPDhCqaIftZs2a2RzX6Tgbe7qZQF1NIpeg4EbkCjV37rlxNGbzxfM2blwrRbqkpKQk2tzRhoKYs31Mn8HLk14mLi6OjRs38pexf6HJ7CY4OTlh7DdwcXFRN5PIFUjBjcgVrKGNo8nIyKCAAjg76eLFl19kdM/RAMTGxrIxfiOxX1o29r2h2w10uL7DldPNpC0VRKwU3IhInTu/q8nX15c2bdpQXFzMTz/9RIsWLQgMDCQtLc0yo6ng3MrAV7W9yrrGVmBgIF27dMWcYGmGahrclONednT1NHTaUkHESsGNiNSpC3fY7t+/P1988QU5OTlER0fz0UcfMWLECN5//33+3//7fxddGTjIO8hmh+3Bbw+utXqISP2h4EbkCtW+PRw9Ck2awJ49dVeOjIwMcr1yCZxm2WE7soVlz7lGjRqRmJhIixYtGLhiIDtLdmJ+ycyWkVuujK4me7qZQF1NIudRcCNyhTp9GrKzLX9WtwtnNJXORNq7dy+enp40a9aMvLw8du/ebelqcj63wzaelmtcXFys1x3LOUZKTgruLu5XRmAD6mYSuQwKbkSkWl3YzQRQusvLPffcw1VXXcWSJUs4cOAA0dHRAHhGeBLgHYCLiwuBnoFl7hnqFUwnpzDcndwt2wlUVkGBffnriqZ2i1QrBTciUq0yMjLIzc1lxYoVREVF2Zxbvnw5np6WppmWLVuSmJgIcMnF89bfvOLcVOln7JwyrSnWIlccBTciUiPKWzyvdDVgAC8vL8faoFJE6g3nui6AiDQMSUlJbN++3frKysoCICUlhZ9//tmab//+/TbX9XirBxHzIujxVo8y95zzzRycZjmxfMdyEv5IqNkKiMgVQy03InJJ5Y2j2bBhAwMGDGDRokUsWbKEI0csU7CnTJliswFl6ulU6w7cF8rKtwRI49aMw+xrtpnGLSJSVQpuROSSyhtH07p1awAmTZrE8OHDrXnXr1+Pv7+/dQxNmE+YzZ/n8/Pww+xrrvD8RVVmqvTdd8N779l33/pCU7tFqkzBjcgVLYmCggy2b4eQkBAiIiI4ffo0v/32G1FRUXh5eXH48GHLdG3KH0cTHh5OeHi49fizU5+RlZaF32E/pvWdxraJ2yp8+rS+05jWd1rVil6ZqdLu7ppOLXIF0pgbkStUUVESEEV6ejTR0dHMmzcPgJ9//pno6GgOHDgAwOzZs7nrrrtsupou5vWtr/Pidy/y+tbXa7L4IiIVUsuNyBXqySczmDIll//3/1Zw551RhJydMt2pUycSExNp2bIlAM8++ywPPvjgJadr262kxLIbdmVoHRgRsYOCGxEHU7o6sKenJx06dABgx44dhIeHExoaysmTJzl48CDBwZaupjvvtO1q8vHxsTlu1qwZw78YjsnbxIa7Ntg864kvn+CDXz4AIH5MPO1M7fh4xMfkF+fj4eJx8YIeP641aESkRii4EallPXpAauq54+7dYe1a2zyDB8P27Ze+V1yc5VVq164kOnaMwjBycXXtQGjorwAcPfonfH1n4usbR17eRk6c+AtApbuaUk+nUmKUcOjUIZoHNLemnzxz0joTqqikCICYyJhLF1xEpAYpuBGpZampkHzezOjIyLJ50tNt81Tk7FIzVhkZGRhGLrCCoqJu593jv2RlhZ/NHwsksmwZ3HBD5buafjv+G0M+HMJP9/9kTQv0DLTOdnLF2b6tDtTVJCI1RMGNSB1xdobw8PIn8wQHg9l86Xv4+dkeOzmVXh+Fu3uH8850Pe/nQCCQTp3gwrjms98+4/7P7gdger/pTIyeCIC7izuFJYVk52fb5J/bfy5z+8+1HKSnq5tJROoFBTcidSQ8HI5UsGbd+d1UF+6w3bFjR9zd3Tlw4ADFxcVAG4qLi/npp59ISrKMo9mwwdLddTHHc4+TnlOCs5MzQd6WNVXyCvOs3UynC85tF37g0QP2V7AqKrN2TSmtAyMiFVBwI1KPlbcy8B9//EFERARTp04lKyuLL774gpycHOsO26XjaLLzs4l63bLgXr/m/Xh/2Ps29zbNtQQR568M7OXmZe1m8nH3qfH6lVGZtWtERC5BwY1IPVbeysClU7b//ve/n225gUaNGpXZYTsrP8vaCpORe974lrNTsP/kFcWujN00diq2jpW5LbA3R+7+37m8GkMjIg2QghuROnFuZeCmTZtiMpnIyMggKSnJOg177969F10ZuHQdGgAXF5cy551wsrbCmLzP6+o5OwX7P9aEVJhRQ2Nl7OlmAnU1iUi1UHAjUg0unN59od27wdfX8vO5lYFziY6GxYsXM378eFavXs2ECRMwDAOAe+65h++//95muvbgDwazPcUyR/zCTSaX71jOuDXjmH39bDoEd2BY1LC634hS3UwiUgcU3IhUgwund1/IMLB2B00Y+jsLF+UyfNgbPPhgW8xmM6Sn8+drr6XXxo3WrqD35s0jNzeXxo0bE+HlBenpFKYdJT/17IMu6DIqTkvFlAOvfvYs4T5hDHugb/mFUfeRiDg4J6P0v4n1WFZWFv7+/mRmZuJ34dxXkXogIgKSk5NwcsogJCQAV9eWGEYBhYW/4Oramr17/cg9/AuhnTrVdVFr17FjddpyM3jwYNZeuEKiiNSauvr+VsuNSAUu1tW0cCHcdtu54+RkS1eTYeTSt+/tfPzxxxw5cozIyGg2bNiAr+8A3nznHf5aKyWvAnvHxlSWxtCISB1QcCNSgYt1NeXl2R43mTWQo5m5ODkFYr7GMog3JCSExMREWrduzbVLr+VUo9/rb3CjsTEi4kAU3EjDZM+O0lXUuBjyAWcnCA21pGV3fZ7clqt4Zgdc1eFDOoRYVgH2zkvH5AJwEt+CM5CejjvQPTIS8vMpSE2mOONYjZZXREQsFNxIw1QLO0rvLP3BAEq7p87fFPuF66w//m5z5aKzr3N+rOghNdUdZC91H4mIA1FwI1KX1B0kIlLtFNxI/WFPV5OmM4uISAUU3Ej9UQtdTSIi4vgU3IjjuMT4lY4LOpKWdwxWAsnw+bp19OzZk7tn3c0G7y8AeLrvU7w66lVO5+QA4O3lxXfffUdERETNlFljXUREqp2CG3EcJhPpLtBxcUfc3NyIiYzh79F/59SpUwBke3qSUQR+9/vx9S1f07ZtW/DxYeBdd/PVf3fg6uqKa2g4//r2W0pKSs7e0kRE06Z1WCkREbGXghupOfZO166GcTTf//A9x84cgzOQnpPO1KlT+eSTTywnA8BloAve3b1tNpkcffVoRl89+rKfLSIi9YOCG6k51TCG5rF5/dmUbZmUvXXCVjxcPazn/m/X/3H/ugcgAR67+1GeDgri6t5XE7IzBDc3N4IbBfP3v/+dadOmWa95ee/L7M3eW6lnP/EEnDwJgYEwd+5lVUNERGqRghup1w66ZPOzcXaRmeBgOC+4OenrSkYjIBZeO/kBTzvPJ7hxMGlT0yq83/vd37c5njQJ1q0rP29KiqXxyWxWcCMi0pAouBH71PJ0bVMjE+YiM4WFhWQcz8AcaiYjI4OkpCTSjqQR6BLIyZMnCfKv2sDcEycuvpu3iIg0PApuxD61PF377cFvQ3AwTk5OrA9az/jx41m9ejUTJkyw5vH29mbD7g0XuYtF6UaYYWGwbZslrXFjS8vMxYSFXU4NRESktim4kVr11ruP8fTP8wF478/vckPTG9izZw8A6Xnp3PHfUYS7hZHySyrX976Oj85OlU5MTKTp2VlLQ4cOtRkQbDKZrOdWroS/VrA7ZWk30/kWLSo/r4iINFwKbqRWOYeEkO3qgbOzM84hoRwzDLrExlpO+gATIaM4Fac2TuzxOw7OzgBlghlTBevZ5Oaqm0lE5Eqn4EaserzVA09XT76991ub9FmbZ7F4+2IA1t20nC6X8Yzx3cfTr+XtuLi40LJlSwoKCkhMTCyT7/zWmIvZuxeKisDVFdq1A29vdTOJiFzpFNyIVerpVDxdPTl06hDNA5pb0zPzM0nOtjSHFBQXlLmuh7c32w4dAuDaa69l72+/lcljXek3KIg2520U6e7ubtMqY68bb7S01JjNcOQI3Hmn5SUiIlcuBTdXmM2HNjPig7s4cQJ8fonD9+c467m0YUEUBe2kzfQhhH76E2AJGPw9/DH7WppDPlzpTs8L7pnj9W8iulkClsLCf+EUfIboaHj++XN5TCYTY+5pSjlxTxnTp8PEieeOU1Kg54UPPe+ciIjI+RTcOLjNmyE/Hzw84LrrIL8on4yCZPCBrDNZZJ0/PuW9NTChJ0VuqSQnnwZ8OHLkCIP8BjHoukEAvPX8yTLPyDjeiXOTvjsAloG7FzbIpKVVbjzM6dO2x8XFGkcjIiKVp+CmLtm7PUE5Or/Z2fJnaGdWDFthc27axmm8/cMqjNXLCHFrzq9bmuGTmUe7gjBOnoJGzs74hKWfd0Ujjp30pTj/IEGN/4u7e08W/e1vLDxvSlF5w3jDw8DDxTatvPG+oaGQmXnpOvn42B67uGgcjYiIVJ6TYRhGXRfiUrKysvD39yczMxM/P7+6Lk71SU+v1TVjasyxY5bVg0XqmcGDB7N27dq6LobIFauuvr+da+1JwvHc40TMiyBiXgTj1oyr6+KIiIg4JHVLVbezXU1f7v+SvMIzeLl50r9VfwCMnAzyUy2DRwobHa2W7QlERETEloKb6nZ2e4L+5ZwyAedGuHxJ6eBbERERqT4Kbi7TwBUD+eXYL7i7uHPg0QOXfb9dn3xCUUAAAC+8AD/9dO6cq2sbiouTOXXqIQICFmAYuQDccguMHWt7n5EjwcnJlePHO1BiWAb97tx52cUrX1DVNq0UERGpCQpuLtOxnGMkZyfj7uJeLffrd/vtVNxZ9QvQGuhGSoYZsKzge7MJOt9om3PPBZOwPFwAjfkVEZErgOMEN9UwrfpSZn49k1P5pwjwCGDm9TMBaFMcQJFTGO5O7pbZT5c5jiZ+40aKAgMBePppOH9nAje3ljg5eVFS8irOzo2s6f7+Ze9z4dRpTZUWEZErheMEN2fHutSkmTZHbwCw6vykZ8p//vldTecLCwsjJCSEjh2Pk3Ysi7DQpvx8fYh1s8j16ysqSaOKTlgdOXLJLCIiIg7JcYKbeqyiriY/v5fx9Y3jaPrHGEzGhcPWwEZERESqpkrfpK+//jrNmzfH09OT3r178+OPP1aYd/HixfTt25fAwEACAwOJjY29aP6LysiwdP2U96rH06rjN24kMTGRxMREpkxJBCyvrKzRJCeDYYwCDuPqeuldsEVEROTi7G65WbVqFXFxcSxcuJDevXszf/58BgwYwN69ewkpp1to8+bNjBo1ij59+uDp6cnf//53+vfvz6+//or5UmvqX6hVK3uLWy907tzZuoLvtm3lbSUQCARqXIyIiEg1sHv7hd69e9OzZ08WLFgAQElJCZGRkTz88MM8+eSTl7y+uLiYwMBAFixYwJgxYyr1TOvyzYBdizfv2gUmE1uTt3Lf2vsAuLfbvTx29WMAxL4bS2pWKv5u/rwZ86bNpZ07W/Zs2rdvHx4eHkRGRvLDDz9w26BBvPnGG7Rt29Ymv4+PDy1btqS4uJhff/2Vpk2bElA6ziYoSN1NInVA2y+I1K262n7BrpabgoICEhMTmTZtmjXN2dmZ2NhYEhISKnWP3NxcCgsLady4cYV58vPzyc/Ptx5nZWXZU8xzTCYIDiYnx5ufjVQA0rxKrK0oS0f8m6ioKHJzj9GFWJtLS2O+uwcP5qqrrmLJkiXk+fiQAfS69VaaNi2/C8kF6KwmGBERkTpjV3CTkZFBcXExoaGhNumhoaHs2bOnUveYOnUqTZo0ITY2tsI8c+bMYdasWfYUrVw7d+6kKDCQIu8izL5mSkpKyD2Vaz3/ww8/kJuby4oVK4iKiir3HsuXL8fT0xOwtFodPny4wsBGRERE6l6tzpZ68cUX+fDDD9m8ebM1YCjPtGnTiIuLsx5nZWURGRkJ+/eDry/meWYKigvpFNKRTWM32Vx727u38UPaj5ANx2NjMYANGzZwJO4IM2fOZMljS3j19lcBmDJlCt7e3vTt27fCgKVdu3bWn728vBTYiIiI1HN2BTcmkwkXFxfS0tJs0tPS0gi7RFfMP/7xD1588UU2btxoHc9SEQ8PDzw8PMqkt7/WhLOzH2kjIzCcC9iyx0xEN0sXk48P7NkDjUPbkXH0R1o0a8HNd3/Chg0wblxrnJ2huHgSJSXDiYiw3C85eT2dOvnz/PNNWbTIjl+EiIiI1Ft2BTfu7u5ER0cTHx/P0KFDAcuA4vj4eB566KEKr3vppZd4/vnn+eKLL+jRo0eVC5uSsgPwgXn/BSLI5zTJbAei8PX14vDhwwxwGsB7897jk8RPeGNfd9LTz79D+NlXqU78/DOcOFHlIomIiEg9Y3e3VFxcHGPHjqVHjx706tWL+fPnk5OTw7hx4wAYM2YMZrOZOXPmAPD3v/+d6dOns3LlSpo3b05qqmVgr4+PDz4+PnY+vR8AjRpNISBgHvn5P5OR0YeQkF8IDLyK2bNn8/bbb+Pt7Y3JZCIwsLxp12Vp/K+IiIjjsDu4GTlyJOnp6UyfPp3U1FS6du3Khg0brIOMk5KScD5v2vObb75JQUEBt99+u819ZsyYwcyZM+169v/93//RvHlzQkJCiIiA06c78dtviURFtcTLCw4ffpYHH3wQk8lE06ZNmTsX5s61t4YiIiLSkNm9zk1dqKt58iLSsGmdG5G6VVff31pZTkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqCGxEREXEoCm5ERETEoSi4EREREYei4EZEREQcioIbERERcSgKbkRERMShKLgRERERh6LgRkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqCGxEREXEoCm5ERETEoSi4EREREYei4EZEREQcioIbERERcSgKbkRERMShKLgRERERh6LgRkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqCGxEREXEoCm5ERETEoSi4EREREYei4EZEREQcioIbERERcSgKbkRERMShKLgRERERh6LgRkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqCGxEREXEoCm5ERETEoSi4EREREYei4EZEREQcioIbERERcSgKbkRERMShKLgRERERh6LgRkRERByKghsRERFxKApuRERExKEouBERERGHouBGREREHIqCGxEREXEoCm5ERETEoSi4EREREYei4EZEREQcioIbERERcSgKbkRERMShVCm4ef3112nevDmenp707t2bH3/88aL5P/74Y9q3b4+npyedOnXi888/r1JhRURERC7F7uBm1apVxMXFMWPGDLZv306XLl0YMGAAx44dKzf/li1bGDVqFPfddx//+9//GDp0KEOHDuWXX3657MKLiIiIXMjJMAzDngt69+5Nz549WbBgAQAlJSVERkby8MMP8+STT5bJP3LkSHJycvjss8+saVdffTVdu3Zl4cKFlXpmVlYW/v7+ZGZm4ufnZ09xReQKNnjwYNauXVvXxRC5YtXV97erPZkLCgpITExk2rRp1jRnZ2diY2NJSEgo95qEhATi4uJs0gYMGMDq1asrfE5+fj75+fnW48zMTMDySxIRqazCwkL9uyFSh0o/f3a2o1w2u4KbjIwMiouLCQ0NtUkPDQ1lz5495V6Tmppabv7U1NQKnzNnzhxmzZpVJj0yMtKe4oqI4O/vX9dFELniHT9+vFY/i3YFN7Vl2rRpNq09JSUlnDhxgqCgIJycnOqwZJWXlZVFZGQkf/zxh0N2pTl6/cDx66j6NXyOXkfVr+HLzMykadOmNG7cuFafa1dwYzKZcHFxIS0tzSY9LS2NsLCwcq8JCwuzKz+Ah4cHHh4eNmkBAQH2FLXe8PPzc9i/tOD49QPHr6Pq1/A5eh1Vv4bP2bl2V56x62nu7u5ER0cTHx9vTSspKSE+Pp6YmJhyr4mJibHJD/DVV19VmF9ERETkctjdLRUXF8fYsWPp0aMHvXr1Yv78+eTk5DBu3DgAxowZg9lsZs6cOQA8+uij9OvXj5dffplbb72VDz/8kG3btvHWW29Vb01EREREqEJwM3LkSNLT05k+fTqpqal07dqVDRs2WAcNJyUl2TQ/9enTh5UrV/LMM8/w1FNP0aZNG1avXk3Hjh2rrxb1kIeHBzNmzCjTveYoHL1+4Ph1VP0aPkevo+rX8NVVHe1e50ZERESkPtPeUiIiIuJQFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3FXj99ddp3rw5np6e9O7dmx9//LFS13344Yc4OTkxdOhQm3TDMJg+fTrh4eF4eXkRGxvL77//bpPnxIkTjB49Gj8/PwICArjvvvs4ffp0dVXJRnXWr7CwkKlTp9KpUycaNWpEkyZNGDNmDEePHrW5tnnz5jg5Odm8Xnzxxeqslo3qfg/vueeeMuUfOHCgTZ6G+h4CZepW+po7d641T22+h/bUb/ny5WXK5enpaZOnvn0GoXrrWB8/h9X9Hta3zyBUfx0b8ucQ4NSpU0yePJnw8HA8PDxo27Ytn3/+uV33PHPmDJMnTyYoKAgfHx+GDx9eZjHgSzKkjA8//NBwd3c3li5davz666/GhAkTjICAACMtLe2i1x08eNAwm81G3759jSFDhtice/HFFw1/f39j9erVxk8//WQMHjzYaNGihZGXl2fNM3DgQKNLly7G999/b3zzzTdG69atjVGjRtX7+p06dcqIjY01Vq1aZezZs8dISEgwevXqZURHR9tc36xZM+O5554zUlJSrK/Tp09Xe/0Mo2bew7FjxxoDBw60Kf+JEyds8jTU99AwDJt6paSkGEuXLjWcnJyM/fv3W/PU1ntob/2WLVtm+Pn52ZQrNTXVJk99+gzWRB3r2+ewJt7D+vQZrKk6NuTPYX5+vtGjRw/jlltuMb799lvj4MGDxubNm40dO3bYdc/777/fiIyMNOLj441t27YZV199tdGnTx+7yq7gphy9evUyJk+ebD0uLi42mjRpYsyZM6fCa4qKiow+ffoYS5YsMcaOHWvzxVFSUmKEhYUZc+fOtaadOnXK8PDwMD744APDMAxj165dBmBs3brVmmf9+vWGk5OTkZycXI21q/76lefHH380AOPw4cPWtGbNmhmvvPLK5Ra/Umqijpeqt6O9h0OGDDFuuOEGm7Taeg/trd+yZcsMf3//Cu9X3z6DhlH9dSxPXX4Oa6J+9ekzaBi18x42pM/hm2++abRs2dIoKCio8j1PnTpluLm5GR9//LE1z+7duw3ASEhIqHTZ1S11gYKCAhITE4mNjbWmOTs7ExsbS0JCQoXXPffcc4SEhHDfffeVOXfw4EFSU1Nt7unv70/v3r2t90xISCAgIIAePXpY88TGxuLs7MwPP/xQHVUDaqZ+5cnMzMTJyanMnmAvvvgiQUFBdOvWjblz51JUVFSlelxMTdZx8+bNhISE0K5dOx544AGOHz9uPedI72FaWhrr1q0rN29Nv4dVrd/p06dp1qwZkZGRDBkyhF9//dV6rj59BqFm6lieuvoc1mT96sNnEGrnPWxon8O1a9cSExPD5MmTCQ0NpWPHjrzwwgsUFxdX+p6JiYkUFhba5Gnfvj1Nmza96O/1QvVyV/C6lJGRQXFxsXXF5VKhoaHs2bOn3Gu+/fZb3n77bXbs2FHu+dTUVOs9Lrxn6bnU1FRCQkJszru6utK4cWNrnupQE/W70JkzZ5g6dSqjRo2y2QzukUceoXv37jRu3JgtW7Ywbdo0UlJSmDdvXpXrU56aquPAgQMZNmwYLVq0YP/+/Tz11FPcfPPNJCQk4OLi4lDv4TvvvIOvry/Dhg2zSa+N97Aq9WvXrh1Lly6lc+fOZGZm8o9//IM+ffrw66+/EhERUa8+g1AzdbxQXX4Oa6p+9eUzWJN1PF9D+xweOHCATZs2MXr0aD7//HP27dvHgw8+SGFhITNmzKjUPVNTU3F3dy8TkJ//Wa0MBTeXKTs7m7vvvpvFixdjMpnqujjVzt76FRYW8pe//AXDMHjzzTdtzsXFxVl/7ty5M+7u7kyaNIk5c+bU6fLjla3jHXfcYf25U6dOdO7cmVatWrF582ZuvPHG2ihqlVTl7+jSpUsZPXp0mcGO9fU9jImJsdmMt0+fPkRFRbFo0SJmz55dZ+WqTvbUsSF+DitTv4b6GSxl79/ThvY5LCkpISQkhLfeegsXFxeio6NJTk5m7ty5zJgxo1bLouDmAiaTCRcXlzIjs9PS0ggLCyuTf//+/Rw6dIhBgwZZ00pKSgDL/xj27t1rvS4tLY3w8HCbe3bt2hWAsLAwjh07ZnPvoqIiTpw4Ue5zq6om6teqVSvg3D+ohw8fZtOmTTb/WyxP7969KSoq4tChQ7Rr1+5yq2ZVk3U8X8uWLTGZTOzbt48bb7zRId5DgG+++Ya9e/eyatWqS5alJt5De+tXHjc3N7p168a+ffsA6tVnEGqmjqXqw+ewJut3vrr6DELN17Ehfg7Dw8Nxc3PDxcXFmhYVFUVqaioFBQWVumdYWBgFBQWcOnXKpvXGnt8raCp4Ge7u7kRHRxMfH29NKykpIT4+3ibiLtW+fXt+/vlnduzYYX0NHjyY66+/nh07dhAZGUmLFi0ICwuzuWdWVhY//PCD9Z4xMTGcOnWKxMREa55NmzZRUlJC796963X94Nw/qL///jsbN24kKCjokmXZsWMHzs7OZZqRL1dN1fFCR44c4fjx49Yvy4b+HpZ6++23iY6OpkuXLpcsS028h/bWrzzFxcX8/PPP1vemPn0GoWbqCPXnc1hT9btQXX0Goebr2BA/h9dccw379u2z/ucJ4LfffiM8PBx3d/dK3TM6Oho3NzebPHv37iUpKanSv1dAU8HL8+GHHxoeHh7G8uXLjV27dhkTJ040AgICrFP27r77buPJJ5+s8PryRvS/+OKLRkBAgLFmzRpj586dxpAhQ8qdhtqtWzfjhx9+ML799lujTZs2NTaNuDrrV1BQYAwePNiIiIgwduzYYTM9MT8/3zAMw9iyZYvxyiuvGDt27DD2799vrFixwggODjbGjBlT7fWriTpmZ2cbjz/+uJGQkGAcPHjQ2Lhxo9G9e3ejTZs2xpkzZ6z5Gup7WCozM9Pw9vY23nzzzTLnavM9tLd+s2bNMr744gtj//79RmJionHHHXcYnp6exq+//mrNU58+gzVRx/r2Oazu+tW3z2BN1LFUQ/0cJiUlGb6+vsZDDz1k7N271/jss8+MkJAQ429/+1ul72kYlqngTZs2NTZt2mRs27bNiImJMWJiYuwqu4KbCvzzn/80mjZtari7uxu9evUyvv/+e+u5fv36GWPHjq3w2vK+OEpKSoxnn33WCA0NNTw8PIwbb7zR2Lt3r02e48ePG6NGjTJ8fHwMPz8/Y9y4cUZ2dnZ1VsuqOut38OBBAyj39fXXXxuGYRiJiYlG7969DX9/f8PT09OIiooyXnjhBZt/lKpbddYxNzfX6N+/vxEcHGy4ubkZzZo1MyZMmFBmjYqG+h6WWrRokeHl5WWcOnWqzLnafg/tqd9jjz1mzRsaGmrccsstxvbt223uV98+g9Vdx/r4OazO+tXHz2B117FUQ/0cGoYl+Ordu7fh4eFhtGzZ0nj++eeNoqKiSt/TMAwjLy/PePDBB43AwEDD29vb+POf/2ykpKTYVW4nwzCMyrfziIiIiNRvGnMjIiIiDkXBjYiIiDgUBTciIiLiUBTciIiIiENRcCMiIiIORcGNiIiIOBQFNyIiIuJQFNyIiIiIQ1FwIyIiIg5FwY2IiIg4FAU3IiIi4lAU3IiIiIhD+f8RdqMUZuIV0QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"ADD SOME COMPARATIVE partisan-seat HISTOGRAMS HERE ...\")\n",
    "print(\"See a later block for grouping by region\")\n",
    "inFiles = [\"Sykes_earlySep_legisl\",\"anysplit99\", \"countyMuni99\", \"Huffman09SepCleaned\"]\n",
    "inNames = [\"Sykes 1\",\"any-split\",\"OH rules\",\"9/9 Huffman\"]\n",
    "inStyles, inWts, COLORS = [\"--\",\"dashdot\",\"dotted\",\"-\"], [2,1,2,3], [\"blue\",\"black\", \"green\",\"red\"]\n",
    "nFiles = len(inFiles)\n",
    "fileLeanAvg, fileResp, fileHDwt, fileHomeCounty = list(), list(), list(), list()\n",
    "for kk, inFile in enumerate(inFiles):\n",
    "    fileDF = pd.read_csv(\"./2025_nosplit_output/\"+inFile+\"_HDstats.csv\")\n",
    "    nHDs = len(fileDF)\n",
    "    fileLeanAvg.append(fileDF[\"LeanAvg\"])\n",
    "    fileResp.append(fileDF[\"resp\"])\n",
    "    if \"HDweight\" in fileDF.columns.values:\n",
    "        fileHDwt.append(fileDF[\"HDweight\"])\n",
    "    else:\n",
    "        fileHDwt.append([1./float(nHDs) for h in range(nHDs) ] )\n",
    "    fileHomeCounty.append(fileDF[\"homeCounty\"])\n",
    "    plt.hist(fileLeanAvg[kk],weights=fileHDwt[kk]/np.sum(fileHDwt[kk]),bins=np.linspace(0.1,0.8,36),label=inNames[kk],histtype=\"step\",\n",
    "            ls=inStyles[kk],lw=inWts[kk], color=COLORS[kk])\n",
    "plt.legend()\n",
    "plt.xlim(0.4,0.6)\n",
    "plt.ylim(0,0.1)\n",
    "plt.show()\n",
    "for kk, inFile in enumerate(inFiles):\n",
    "    plt.hist(fileLeanAvg[kk],weights=fileHDwt[kk]/np.sum(fileHDwt[kk]),bins=np.linspace(0.1,0.8,141),label=inNames[kk],histtype=\"step\",\n",
    "            ls=inStyles[kk],lw=inWts[kk], color=COLORS[kk], cumulative=True)\n",
    "plt.legend()\n",
    "plt.xlim(0.38,0.6)\n",
    "plt.axvline(0.5,lw=0.5,color=\"black\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "91a30ca3-e341-4c35-aa0f-4b73653708d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking that we assigned non-red regions correctly to areas\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regionName = [\"NW\", \"NE\", \"Franklin\",\"Hamilton\", \"N-Lorain\",\"Delaware\", \"Dayton\",  \"SE\", \"Mahoning\",   \"Lake\"]\n",
    "regionCounties = [[47, 25, 34, 61, 86], [3, 17, 27, 66, 75, 76, 77], [24], [30], [46, 21, 38],\n",
    "                  [20], [56, 8, 11, 18, 28, 54, 67, 82], [4, 36, 52, 57, 63, 81, 83], [49, 14], [42] ]\n",
    "#The original constrained HD drawing was done in ten blue-purple regions.  For the paper, we convert to eight Ohio areas\n",
    "areaNames = [\"NE\",\"Mid\",\"Ham\",\"NW\",\"W\", \"N\", \"SE\", \"S\" ]\n",
    "nAreas = len(areaNames)\n",
    "areaRegions = [ [1,8,9], [2,5],[3],[0], [6],[4],[7], [] ]\n",
    "areaCounties = [ [3,9,14,15,17,27,33,37,40,42,49,51,66,75,76,77,78,84],\n",
    "                [20,22,23,24,58,41,44,48,50,64,79],\n",
    "                [30],\n",
    "                [1,16,19,25,31,32,34,47,61,62,68,71,73,80,85,86,87],\n",
    "                [5,8,10,11,18,28,45,53,54,56,67,74,82],\n",
    "                [2,21,38,46,69],\n",
    "                [4,6,26,29,36,39,43,52,55,57,59,60,63,81,83],\n",
    "                [0,7,12,13,35,65,70,72] ]\n",
    "for i,areaName in enumerate(areaNames):\n",
    "    for c in areaCounties[i]:\n",
    "        plotCenter(areaName,countyGeom[c],8)\n",
    "        plotPolyLW(countyGeom[c],0.3)\n",
    "plt.show()\n",
    "print(\"checking that we assigned non-red regions correctly to areas\")\n",
    "for regionNo, rClist in enumerate(regionCounties):\n",
    "    for i, areaList in enumerate(areaRegions):\n",
    "        if regionNo in areaList:\n",
    "            for c in rClist:\n",
    "                plotPolyLW(countyGeom[c],0.3)\n",
    "                plotCenter(areaNames[i],countyGeom[c],8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "1b922aab-ac1e-453d-b777-764aa60ed3f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now compare for regional analysis ...\n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] Sykes 1\n",
      "[16.40615, 11.69289, 5.83658, 2.93681, 2.90204, 1.86209, 0.00083, 0.0] region Dem seats\n",
      "[0.889, 0.578, 0.161, 0.194, 0.094, 0.133, 0.002, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] muni rule\n",
      "[15.13332, 11.03843, 5.08024, 3.24374, 1.94436, 1.76934, 4e-05, 0.0057] region Dem seats\n",
      "[0.802, 0.282, 0.184, 0.152, 0.168, 0.262, 0.0, 0.003] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] any-split\n",
      "[14.39144, 10.95169, 5.01303, 3.11741, 1.98079, 1.93669, 1e-05, 0.00865] region Dem seats\n",
      "[0.751, 0.301, 0.175, 0.143, 0.183, 0.308, 0.0, 0.006] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] county rule\n",
      "[14.24491, 10.57054, 5.45084, 2.67368, 2.28371, 1.06014, 5e-05, 0.0] region Dem seats\n",
      "[1.146, 0.255, 0.143, 0.214, 0.276, 0.316, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] both rules\n",
      "[14.41202, 10.57831, 5.45462, 2.61497, 2.18535, 1.20039, 9e-05, 0.0] region Dem seats\n",
      "[1.167, 0.28, 0.141, 0.195, 0.242, 0.228, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] 9/9 Huffman\n",
      "[13.20879, 10.02621, 4.63147, 2.87283, 1.02338, 1.03817, 0.0, 0.0] region Dem seats\n",
      "[0.812, 0.12, 0.225, 0.263, 0.038, 0.045, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] 9/15 Huffman\n",
      "[14.97224, 10.02621, 4.63147, 2.87257, 2.01097, 1.03817, 0.0, 0.0] region Dem seats\n",
      "[0.999, 0.12, 0.225, 0.263, 0.059, 0.045, 0.0, 0.0] region competition\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "print(\"Now compare for regional analysis ...\")\n",
    "inFiles = [\"Sykes_earlySep_legisl\",\"muni99\",\"anysplit99\", \"county99\",\"countyMuni99\", \"Huffman09SepCleaned\", \"September15 HDs BAF\"]\n",
    "inNames = [\"Sykes 1\",\"muni rule\",\"any-split\",\"county rule\",\"both rules\",\"9/9 Huffman\", \"9/15 Huffman\"]\n",
    "nFiles = len(inFiles)\n",
    "fileFracSeat, fileResp, fileHDwt, fileHomeCounty = list(), list(), list(), list()\n",
    "fileAreaDemSeats, fileAreaResponse = list() , list()\n",
    "nDistricts = 99\n",
    "\n",
    "for kk, inFile in enumerate(inFiles):\n",
    "    fileDF = pd.read_csv(\"./2025_nosplit_output/\"+inFile+\"_HDstats.csv\")\n",
    "    nHDs = len(fileDF)\n",
    "    fileFracSeat.append(fileDF[\"fracSeat\"])\n",
    "    fileResp.append(fileDF[\"resp\"])\n",
    "    if \"HDweight\" in fileDF.columns.values:\n",
    "        fileHDwt.append(fileDF[\"HDweight\"])\n",
    "    else:\n",
    "        fileHDwt.append([1./float(nHDs) for h in range(nHDs) ] )\n",
    "    fileHomeCounty.append(fileDF[\"homeCounty\"])\n",
    "    areaDS, areaR = [0.]*nAreas, [0.]*nAreas\n",
    "    for h in range(nHDs):\n",
    "        a = -999\n",
    "        for area, areaList in enumerate(areaCounties):\n",
    "            if fileHomeCounty[kk][h] in areaList:\n",
    "                a = area\n",
    "                break\n",
    "        if a != -999:\n",
    "            areaDS[a] += nDistricts * fileHDwt[kk][h] / np.sum(fileHDwt[kk]) * (1. - fileFracSeat[kk][h])\n",
    "            areaR[a]  += fileHDwt[kk][h] / np.sum(fileHDwt[kk]) * fileResp[kk][h]\n",
    "    fileAreaDemSeats.append(areaDS)\n",
    "    fileAreaResponse.append(areaR)\n",
    "    print([areaNames[jj]+\"   \" for jj in range(nAreas) ], inNames[kk])\n",
    "    print([r5(areaDS[a]) for a in range(nAreas)],\"region Dem seats\")\n",
    "    print([r3(areaR[a] ) for a in range(nAreas)],\"region competition\")\n",
    "    print(\"  \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "87aac927-2aa9-4ac6-8dab-d9d49f7e7107",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Repeat above regional analysis for other proposed maps ...\n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] FDO\n",
      "[15.88292, 11.4578, 5.02961, 3.10659, 1.81756, 1.48741, 0.0, 0.0] region Dem seats\n",
      "[1.152, 0.352, 0.203, 0.099, 0.189, 0.235, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] RoddenIII\n",
      "[16.90395, 11.63604, 5.98807, 3.15267, 2.98592, 1.76313, 0.0, 0.0] region Dem seats\n",
      "[0.93, 0.24, 0.015, 0.123, 0.025, 0.161, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] McD_J\n",
      "[14.81545, 11.5626, 5.99653, 3.55051, 3.28927, 1.9087, 4e-05, 0.0] region Dem seats\n",
      "[1.461, 0.221, 0.005, 0.413, 0.352, 0.108, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] OCRC\n",
      "[15.4694, 11.64439, 5.99995, 3.20545, 3.00004, 1.94199, 0.00428, 0.0] region Dem seats\n",
      "[0.982, 0.239, 0.0, 0.143, 0.005, 0.076, 0.007, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] 2022enacted\n",
      "[14.55134, 10.35183, 4.99975, 3.392, 2.64249, 1.55552, 0.0, 0.0] region Dem seats\n",
      "[1.342, 0.349, 0.002, 0.443, 0.226, 0.245, 0.0, 0.0] region competition\n",
      "  \n",
      "['NE   ', 'Mid   ', 'Ham   ', 'NW   ', 'W   ', 'N   ', 'SE   ', 'S   '] 2023enacted\n",
      "[14.7027, 11.02894, 5.00475, 3.04461, 1.84163, 1.49533, 0.0, 0.0] region Dem seats\n",
      "[1.19, 0.4, 0.01, 0.064, 0.302, 0.226, 0.0, 0.0] region competition\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "print(\"Repeat above regional analysis for other proposed maps ...\")\n",
    "inFiles = [\"Pranav_legisl_block\",\"Rodden3House\",\"McDJohnsonFinal\", \"OCRC_01Sep_legisl\",\"OH2022_legisl_cleaned\",\"OhioHouse29Sep23_BAF\",]\n",
    "inNames = [\"FDO\",\"RoddenIII\",\"McD_J\",\"OCRC\",\"2022enacted\",\"2023enacted\"]\n",
    "nFiles = len(inFiles)\n",
    "fileFracSeat, fileResp, fileHDwt, fileHomeCounty = list(), list(), list(), list()\n",
    "fileAreaDemSeats, fileAreaResponse = list() , list()\n",
    "nDistricts = 99\n",
    "\n",
    "for kk, inFile in enumerate(inFiles):\n",
    "    fileDF = pd.read_csv(\"./2025_nosplit_output/\"+inFile+\"_HDstats.csv\")\n",
    "    nHDs = len(fileDF)\n",
    "    fileFracSeat.append(fileDF[\"fracSeat\"])\n",
    "    fileResp.append(fileDF[\"resp\"])\n",
    "    if \"HDweight\" in fileDF.columns.values:\n",
    "        fileHDwt.append(fileDF[\"HDweight\"])\n",
    "    else:\n",
    "        fileHDwt.append([1./float(nHDs) for h in range(nHDs) ] )\n",
    "    fileHomeCounty.append(fileDF[\"homeCounty\"])\n",
    "    areaDS, areaR = [0.]*nAreas, [0.]*nAreas\n",
    "    for h in range(nHDs):\n",
    "        a = -999\n",
    "        for area, areaList in enumerate(areaCounties):\n",
    "            if fileHomeCounty[kk][h] in areaList:\n",
    "                a = area\n",
    "                break\n",
    "        if a != -999:\n",
    "            areaDS[a] += nDistricts * fileHDwt[kk][h] / np.sum(fileHDwt[kk]) * (1. - fileFracSeat[kk][h])\n",
    "            areaR[a]  += fileHDwt[kk][h] / np.sum(fileHDwt[kk]) * fileResp[kk][h]\n",
    "    fileAreaDemSeats.append(areaDS)\n",
    "    fileAreaResponse.append(areaR)\n",
    "    print([areaNames[jj]+\"   \" for jj in range(nAreas) ], inNames[kk])\n",
    "    print([r5(areaDS[a]) for a in range(nAreas)],\"region Dem seats\")\n",
    "    print([r3(areaR[a] ) for a in range(nAreas)],\"region competition\")\n",
    "    print(\"  \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "e2a3ab27-d265-444e-848c-94d804e8e9ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[32.553, 18.731, 6.969, 10.216, 15.922, 5.24, 4.811, 4.558] = the number of legislative districts by area\n",
      "['NE', 'Mid', 'Ham', 'NW', 'W', 'N', 'SE', 'S']\n"
     ]
    }
   ],
   "source": [
    "nD = [ r3( nDistricts * np.sum([countyPop[c] for c in areaCounties[a]]) / float(np.sum(countyPop)) ) for a in range(nAreas)  ]\n",
    "print(nD,\"= the number of legislative districts by area\")\n",
    "print(areaNames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "0575deea-ef83-47e6-858b-c5bc7c0eecb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aside from counties [17, 24, 30, 47, 49, 56, 76] let's plot where we can draw anysplit HomeDs with GOPlean < 0.58\n",
      "In case there are regions that we should truly map for the full Ohio legislative rule set\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ignoreCounties, maxPlot = [17,24,30,47,49,56,76], 0.58\n",
    "print(\"aside from counties\",ignoreCounties,\"let's plot where we can draw anysplit HomeDs with GOPlean <\",maxPlot)\n",
    "print(\"In case there are regions that we should truly map for the full Ohio legislative rule set\")\n",
    "inFiles = [\"Sykes_earlySep_legisl\",\"muni99\",\"anysplit99\", \"county99\",\"countyMuni99\", \"Huffman09SepCleaned\", \"September15 HDs BAF\"]\n",
    "inNames = [\"Sykes 1\",\"muni rule\",\"any-split\",\"county rule\",\"both rules\",\"9/9 Huffman\", \"9/15 Huffman\"]\n",
    "nDistricts = 99\n",
    "\n",
    "fileDF = pd.read_csv(\"./2025_nosplit_output/\"+inFiles[2]+\"_HDstats.csv\")\n",
    "nHDs = len(fileDF)\n",
    "fracSeat = fileDF[\"fracSeat\"]\n",
    "Trump2020Lean = fileDF[\"Lean0\"]\n",
    "for h in range(nHDs):\n",
    "    #if Trump2020Lean[h] < maxPlot and countyNo[h] not in ignoreCounties:\n",
    "        \n",
    "    if fracSeat[h] < 0.80 and fracSeat[h] != 0.5 and countyNo[h] not in ignoreCounties:\n",
    "        plotPoly(tractGeom[h])\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a695cec-ded2-4505-877d-35afa367837d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "56716f0c-4fb4-4e2c-b259-23207a1e6c28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there is a modest move toward more competitive light-blue districts when enforcing Ohio rules\n",
      "This drives up competition (+0.3 R) and expected number of GOP seats (about +1)\n"
     ]
    }
   ],
   "source": [
    "for i, leanAvg in enumerate(fileLeanAvg):\n",
    "    plt.hist(leanAvg, weights=fileHDwt[i]/np.sum(fileHDwt[i]),label=inNames[i],histtype=\"step\",bins=np.linspace(0.2,0.8,241),cumulative=\"True\",\n",
    "            ls=inStyles[i],lw=inWts[i])\n",
    "plt.legend() #,cumulative=\"True\"\n",
    "plt.xlim(0.39,0.56)\n",
    "plt.ylim(0,0.5)\n",
    "plt.show()\n",
    "print(\"there is a modest move toward more competitive light-blue districts when enforcing Ohio rules\")\n",
    "print(\"This drives up competition (+0.3 R) and expected number of GOP seats (about +1)\")"
   ]
  },
  {
   "cell_type": "raw",
   "id": "b77eac47-2b13-436f-a1ea-bc4e2c3c4eae",
   "metadata": {},
   "source": [
    "print(\"visualizing competition by region for OH rule set\")\n",
    "leanMin, leanMax = 0.0, 0.6\n",
    "regionNo = fileDF[\"regionNo\"]\n",
    "rNames = list()\n",
    "for rName in regionNo:\n",
    "    if rName not in rNames:\n",
    "        rNames.append(rName)\n",
    "nRegions = len(rNames)\n",
    "rLeans, rWts = [list() for rName in rNames], [list() for rName in rNames]\n",
    "for i, wt in enumerate(fileHDwt[2]):\n",
    "    if wt > 0:\n",
    "        if fileLeanAvg[2][i] > leanMin and fileLeanAvg[2][i] < leanMax:\n",
    "            rNo = rNames.index(regionNo[i])\n",
    "            rLeans[rNo].append(fileLeanAvg[2][i])\n",
    "            rWts[rNo].append(wt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "4282ea2b-8909-445e-a0e8-0084537b2104",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8, 6, 1, 0, 5, 4, 7, 9, 3, 2]\n"
     ]
    }
   ],
   "source": [
    "print(rNames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "58e76a7c-d336-4ca4-94e7-d9dc0f12c5ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frequency of district GOP lean by region for Ohio rule set\n"
     ]
    },
    {
     "data": {
      "image/png": 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e3hWOceLECdzd3enZs6e1rEmTJrRt25YTJ05Yy7y8vIiJibG+DwsLIyMjowpnRgghRGMjyYiDhIWF0aFDB5uy9u3bW5OFCRMmkJiYaH2Fh4dX2t+VK1fIzMy0zjvZtGkT8fHxPP7443z99dckJiYyduxYjEajtU1ISAj33Xcf69atIz09na+++orHHnusVj6fSqWyea9QKLBYLLXStxBCCNfi2hNYG7C+ffty8uRJm7JTp07RsmVLoPS2S1BQUJX7W7FiBUqlkmHDhgGwf/9++vTpw8SJE611zp49W6bdP/7xD0aMGEHz5s2JiYmhb9++1mNqtZqSkhKb+u3bt6e4uJgffviBPn36AKWJ0MmTJ8skV0IIIURVyJURB3n66af5/vvvWbBgAWfOnGHjxo28++67TJo06YZtCwoKSEtL4+LFi3z33XeMHz+el19+mVdeeYXWrVsD0KZNG3766Sd27NjBqVOneOmll/jxxx/L9DV48GD8/Px4+eWXrU/PXBUVFYVWqyUhIYGsrCx0Oh1t2rRh6NChjBs3jn379vHLL7/wf//3f0RERDB06NDaOTlCCCEaFde+MpJ1qsGOc8stt/Dpp58yc+ZM5s2bR6tWrVi+fDkjR468YdtZs2Yxa9Ys1Go1oaGh9OrVi4SEBAYOHGit889//pMjR44wfPhwFAoFI0aMYOLEiXz11Vc2fSmVSsaMGcOCBQsYNWqUzbE+ffowYcIEhg8fzpUrV6yP9q5bt44pU6Zw7733YjQaue222/jyyy/L3JoRQgghqkJhcYIb+fn5+fj7+5OXl4efn5/NMb1eT1JSEq1atUKj0ZQWOskKrA3F448/TmZmJp999pmjQ6mxcn8fhBCiEUhJSeHdd99l/PjxNvMMKyqvD5V9f1/LNa+MBESWJgayN02l8vLyOHr0KBs3bnSJREQIIYRzcs1kBEoTAydLDurb0KFDOXToEBMmTOCOO+5wdDhCCCEaKddNRsQN7d6929EhCCGEEPI0jRBCCCEcS5IRIYQQQjiUJCNCCCGEcChJRoQQQgjhUJKMCCGEEMKhJBkRQgghhEO57KO9qdpUcgw59TZeoEcgYT5h9TaeEEII4SpcMhlJ1aYydNtQioqL6m1MT3dPtg3dZldC8t1337F48WIOHz5Mamoqn376qXXX3YpERUVx4cIFDh48SK9evazlU6dOJTEx0bp2yJw5c5g7d26Z9m3btuX333+vcoxCCCFEXXPJZCTHkENRcREL+y0k2j+6zsc7l3eOmXtnkmPIsSsZKSwspEuXLjz22GM8+OCDVW6n0Wh47rnn2LNnT6X1OnbsyM6dO23K3N1d8j+5EEIIJ+bS30zR/tF0aNLB0WFU6O677+buu++2u9348eNZvXo1X375Jffcc0+F9dzd3QkNDa1JiEIIIUSdkwmsTqhVq1ZMmDCBmTNnYjabHR2OEEIIUSOSjDipF198kaSkJD788MMK6xw9ehQfHx+b14QJE+oxSiGEEOLGXPo2jTNbsGABCxYssL4/fvw4LVq0sL5v2rQp8fHxzJo1i+HDh5fbR9u2bfnss89syvz8/OomYCGEEKKaJBlpoCZMmMDDDz9sfR8eHl6mzrRp03j77bd5++23y+1DrVbTunXrOotRCCGEqA2SjDRQQUFBBAUFVVrHx8eHl156iTlz5nD//ffXU2RCCCFE7ZI5Iw6k1WpJTEwkMTERgKSkJBITE0lOTq5yH+PHj8ff35+NGzeWOVZcXExaWprNKz09vbbCF0IIIWqFS18ZOZd3rkGP89NPPzFw4EDr+2nTpgEwevRo1q9fX6U+VCoV8+fP5+9//3uZY8eOHSMszHbdEw8PD/R6fbXiFUIIIeqCSyYjgR6BeLp7MnPvzHob09Pdk0CPQLvaDBgwAIvFYleb8+fPlykbMWIEI0aMsCmbM2cOc+bMsatvIYQQwhFcMhkJ8wlj29BtsjeNEEII4QRcMhmB0oREkgMhhBCi4ZMJrEIIIYRwKElGhBBCCOFQkowIIYQQwqEkGRFCCCGEQ0kyIoQQQgiHkmRECCGEEA4lyYgQQgghHMpl1xkxpaRQnFN/i565BwaiKmdnXSGEEEJUziWTEVNKCmeH3IulqKjexlR4ehLzxed2JyQrV65k8eLFpKWl0aVLF95880169OhR8TgKBR4eHpw8eZKWLVtay4cNG0ZAQADr169n9erVTJ8+nZycHNzdS/8Ta7VaAgMD6du3L7t377a22717NwMHDuTMmTPExMTY96GFEEKIWuCSyUhxTg6WoiLCF7+GOjq6zscznjtHyvRnKc7JsSsZ2bx5M9OmTWP16tX07NmT5cuXM3jwYE6ePElISEiF7RQKBbNmzWLDhg3lHh84cCBarZaffvqJXr16AbB3715CQ0P54Ycf0Ov1aDQaAHbt2kWLFi0kERFCCOEwLpmMXKWOjsazY0dHh1GhZcuWMW7cOMaOHQvA6tWr+eKLL1i7di0zZsyosN3kyZNZtmwZ06dPp1OnTmWOt23blrCwMHbv3m1NRnbv3s3QoUP59ttv+f777xkwYIC1/Nqdg4UQQoj6JhNYHcRoNHL48GEGDRpkLVMqlQwaNIiDBw9W2rZv377ce++9lSYsAwcOZNeuXdb3u3btYsCAAfTv399aXlRUxA8//CDJiBBCCIeSZMRBsrKyKCkpoVmzZjblzZo1Iy0t7YbtFy5cyPbt29m7d2+5xwcOHMj+/fspLi6moKCAI0eO0L9/f2677TbrnJGDBw9iMBgkGRFCCOFQkow0UBMmTMDHx8f6ul6HDh0YNWpUhVdHBgwYQGFhIT/++CN79+4lNjaWpk2b0r9/f+u8kd27dxMdHU2LFi3q+uMIIYQQFXLpOSMNWXBwMG5ubqSnp9uUp6enExoayrx584iPj6+0j7lz5xIbG8vWrVvLHGvdujXNmzdn165d5OTk0L9/fwDCw8OJjIzkwIED7Nq1i7/85S+19pmEEEKI6pArIw6iVqvp1q0bCQkJ1jKz2UxCQgK9e/cmJCSE1q1bW1/liYyMZPLkyTz//POUlJSUOT5w4EB2797N7t27rRNWAW677Ta++uorDh06JLdohBBCOFy1kpGVK1cSFRWFRqOhZ8+eHDp0qErtNm3ahEKhYNiwYdUZ1uVMmzaNNWvWsGHDBk6cOMETTzxBYWGh9emaqpg5cyYpKSns3LmzzLGBAweyb98+EhMTrVdGAPr3788777yD0WiUZEQIIYTD2X2bprprY5w/f574+Hj69etXo4DtYTx3rkGPM3z4cDIzM5k1axZpaWnExcWxffv2MpNaKxMUFMRzzz3H888/X+bYwIEDKSoqol27djZ99u/fn4KCAusjwEIIIYQj2Z2MVGdtjJKSEkaOHMncuXPZu3cvubm5NQr6RtwDA1F4epIy/dk6HedaCk9P3AMD7W43efJkJk+eXOX6FoulTNnMmTOZOXNmmfKoqKhy67ds2bLcciGEEMIR7EpGrq6Nce0XX1XWxpg3bx4hISE8/vjjFT6Kei2DwYDBYLC+z8/PtydMVOHhxHzxuexNI4QQQjgBu5KRytbG+P3338tts2/fPv71r3+RmJhY5XEWLlzI3Llz7QmtDFV4uCQHQgghhBOo06dpCgoKePTRR1mzZg3BwcFVbjdz5kzy8vKsr4sXL9ZhlEIIIYRwJLuujNxobYzrnT17lvPnz3PfffdZy8xmc+nA7u6cPHmy3A3aPDw88PDwsCc0IYQQQjgpu66M3GhtjOu1a9eOo0ePkpiYaH3df//9DBw4kMTERCIjI2v+CYQQQgjh1Ox+mmbatGmMHj2a7t2706NHD5YvX26zNsaoUaOIiIhg4cKFaDSaMrvKBgQEAJS726wQQgghGh+7k5EbrY2RnJyMUikLuwohhBCiaqq1N01la2Nc3RG2IuvXr6/OkEIIIYRwUXIJQwghhBAO5bK79hZk69FrTfU2nsZHhW+Qpt7Gq6moqCimTp3K1KlTHR2KEEKIRs4lk5GCbD0b53xPsdFcb2O6q5X8fU6vKickc+bMKbOwW9u2bStcPA5AoVBY/+zl5UV4eDh9+/blySefpFu3btULXAghhHAwl0xG9FoTxUYzg8Z2ICjMu87Hy04tZOe64+i1JruujnTs2NFmt1139xv/51i3bh133XUXer2eU6dO8e6779KzZ0/Wrl3LqFGjqhV/Q1BSUoJCoZDJz0II0Qi59N/8QWHeNG3hW+ev6iY87u7uhIaGWl9VWaU2ICCA0NBQoqKiuPPOO/nkk08YOXIkkydPJueavXj27dtHv3798PT0JDIykqeeeorCwsIK+122bBk33XQT3t7eREZGMnHiRLRaLVC6OV/Tpk355JNPrPXj4uJsdvzdt28fHh4e6HS6G/YHpROZAwIC+Oyzz+jQoQMeHh4kJydjMBiIj48nIiICb29vevbsecNJ0UIIIZybSycjDd3p06cJDw8nOjqakSNHkpycXK1+nn76aQoKCvjmm2+A0pVv77rrLv7617/y66+/snnzZvbt21fp7sBKpZI33niDY8eOsWHDBr799luefbZ012OFQsFtt91mTQpycnI4ceIERUVF1ttKe/bs4ZZbbsHLy+uG/V2l0+l49dVXee+99zh27BghISFMnjyZgwcPsmnTJn799Vf+9re/cdddd3H69OlqnRshhBANnyQjDtKzZ0/Wr1/P9u3bWbVqFUlJSfTr14+CggK7+2rXrh0A58+fB0o3Ghw5ciRTp06lTZs29OnThzfeeIN///vf6PX6cvuYOnUqAwcOJCoqir/85S+8/PLLfPzxx9bjAwYMsCYj3333HV27drUp2717N/37969yfwAmk4m3336bPn360LZtW7Kysli3bh3/+c9/6NevHzExMcTHx3Prrbeybt06u8+LEEII5+CSc0acwd133239c+fOnenZsyctW7bk448/5scff+SDDz6wHr/29kZ5LBYL8OcE119++YVff/2VDz/80KaO2WwmKSmJ9u3bl+lj586dLFy4kN9//538/HyKi4vR6/XodDq8vLzo378/U6ZMITMzkz179jBgwABCQ0PZvXs3jz/+OAcOHLC58nGj/qB0e4HOnTtb2xw9epSSkhJiY2NtYjMYDDRp0uSG51QIIYRzkmSkgQgICCA2NpYzZ84wb9484uPjq9z2xIkTALRq1QooTV7++c9/8tRTT5Wp26JFizJl58+f59577+WJJ57glVdeISgoiH379vH4449jNBrx8vLipptuIigoiD179rBnzx5eeeUVQkNDefXVV/nxxx8xmUz06dOnyv0BeHp62jwhpNVqcXNz4/Dhw7i5udnE6OPjU+XzIYQQwrlIMtJAaLVazp49y6OPPkpISAghISFVbrt8+XL8/PwYNGgQADfffDPHjx+ndevWVWp/+PBhzGYzS5cutT7Ncv0tFYVCQb9+/di2bRvHjh3j1ltvxcvLC4PBwDvvvEP37t3x9vaucn/l6dq1KyUlJWRkZNCvX78qf34hhBDOTeaMOEh8fDx79uzh/PnzHDhwgAceeAA3NzdGjBhRabvc3FzS0tK4cOEC33zzDQ899BAbN25k1apV1k0In3vuOQ4cOMDkyZNJTEzk9OnTbNu2rcIJrK1bt8ZkMvHmm29y7tw53n//fVavXl2m3oABA/joo4+Ii4vDx8cHpVLJbbfdxocffmgzX6Sq/V0vNjaWkSNHMmrUKLZs2UJSUhKHDh1i4cKFfPHFFzdsL4QQwjm59JWR7NSKH2V19DiXLl1ixIgRXLlyhaZNm3Lrrbfy/fff07Rp00rbXd0dWaPREBERwa233sqhQ4e4+eabrXU6d+7Mnj17eOGFF+jXrx8Wi4WYmBiGDx9ebp9dunRh2bJlvPrqq8ycOZPbbruNhQsXllm3pH///pSUlDBgwABr2YABA9i2bZtNWVX7K8+6det4+eWXeeaZZ7h8+TLBwcH06tWLe++994ZthRBCOCeF5ersxwYsPz8ff39/8vLy8PPzszmm1+tJSkqiVatWaDSlC445wwqsom6U9/sghBCNQUpKCu+++y7jx48nPDz8huX1obLv72u55JUR3yANf5/TS/amEUIIIZyASyYjUJqQSHIghBBCNHwygVUIIYQQDiXJiBBCCCEcSpIRIYQQQjiUJCNCCCGEcChJRoQQQgjhUJKMCCGEEMKhJBkRQgghhEO57Doj+VkZFOXn19t4nn5++AVXfXO7xmTOnDls3bqVxMRER4cihBCiAXLJZCQ/K4N1056g2GCotzHdPTwYu2xVtROSRYsWMXPmTKZMmcLy5csrrKdQKPDw8ODkyZO0bNnSWj5s2DACAgJYv359hW0HDBhAXFxcpf3Xhfj4eJ588sl6HVMIIYTzcMlkpCg/n2KDgXsmP0NQRGSdj5d9+SJfvrWUovz8aiUjP/74I++88w6dO3euUn2FQsGsWbPYsGGD3WPVJqPRiFqtvmE9Hx8ffHx86iEiIYQQzsil54wERUTSLLp1nb9qkvBotVpGjhzJmjVrCAwMrFKbyZMn88EHH/Dbb79Ve9zy/Pe//6Vjx454eHgQFRXF0qVLbY5HRUUxf/58Ro0ahZ+fH+PHjwfgueeeIzY2Fi8vL6Kjo3nppZcwmf7cF2jOnDnExcVZ348ZM4Zhw4axZMkSwsLCaNKkCZMmTbJpI4QQovFw6WTEGUyaNIkhQ4YwaNCgKrfp27cv9957LzNmzKi1OA4fPszDDz/MI488wtGjR5kzZw4vvfRSmds+S5YsoUuXLhw5coSXXnoJAF9fX9avX8/x48dZsWIFa9as4fXXX690vF27dnH27Fl27drFhg0bWL9+faW3mIQQQrgul7xN4yw2bdrEzz//zI8//mh324ULF9K5c2f27t1Lv379ahzLsmXLuP32260JRmxsLMePH2fx4sWMGTPGWu8vf/kLzzzzjE3bF1980frnqKgo4uPj2bRpE88++2yF4wUGBvLWW2/h5uZGu3btGDJkCAkJCYwbN67Gn0UIIYRzkSsjDnLx4kWmTJnChx9+iEZTdnfhCRMmWOdalDffokOHDowaNarcqyMffvihTdu9e/feMJ4TJ07Qt29fm7K+ffty+vRpSkpKrGXdu3cv03bz5s307duX0NBQfHx8ePHFF0lOTq50vI4dO+Lm5mZ9HxYWRkZGxg3jFEII4XrkyoiDHD58mIyMDG6++WZrWUlJCd999x1vvfUWly9fJj4+vtI+5s6dS2xsLFu3brUpv//+++nZs6f1fURERK3F7e3tbfP+4MGDjBw5krlz5zJ48GD8/f3ZtGlTmfkm11OpVDbvFQoFZrO51uIUQghXczm3iJxCY4XHc7K0AJzN1JJtySu33OJVRESAZ90GWg2SjDjI7bffztGjR23Kxo4dS7t27Xjuuedo1qwZzZo1q7SPyMhIJk+ezPPPP09MTIy13NfXF19fX7viad++Pfv377cp279/P7GxsTZXMK534MABWrZsyQsvvGAtu3Dhgl1jCyGEqNzl3CIGLd1DkamkwjpBikLu94ApmxLJtniXW17kfo6dz/RvcAmJJCMO4uvrS6dOnWzKvL29adKkSZnyysycOZM1a9aQlJTE8OHDb1g/MzOzzOJjYWFhPPPMM9xyyy3Mnz+f4cOHc/DgQd566y3efvvtSvtr06YNycnJbNq0iVtuuYUvvviCTz/9tMrxCyGEuLGcQiNFphKWD4+jdUj5SyXkZKWT8OlxVjwSR2BwszLl8Xe25fkdl8gpNEoyUp+yL190qXHKExQUxHPPPcfzzz9fpfobN25k48aNNmXz58/nxRdf5OOPP2bWrFnMnz+fsLAw5s2bZzN5tTz3338/Tz/9NJMnT8ZgMDBkyBBeeukl5syZU81PJIRo7EwpKRTn5NT7uO6BgajCw+t9XHu0DvGhU4R/ucdSFIUkADFNfQgP9y9THhnUsBKQayksFovF0UHcSH5+Pv7+/uTl5eHn52dzTK/Xk5SURKtWrawTQZ1xBVZRO8r7fRBCOA9TSgpnh9yLpaio3sdWeHoS88XnDTIh+e1yHve+uY/Pn7y14mQkJYV3332X8ePHE37NZ7hafvsDf+fRj05X2kdtq+z7+1oueWXELziEsctWyd40QgjhZIpzcrAUFRG++DXU0dH1Nq7x3DlSpj9LcU5Og0xGXJ1LJiNQmpBIciCEEM5JHR2NZ8eOjg5D1BNZZ0QIIYQQDiXJiBBCCCEcSpIRIYQQQjiUJCNCCCGEcChJRoQQQgjhUC77NI0QQgjnkp+VQW7qZfI81WSmXsbD06PKbWV5BecmyYgQQgiHs1msMjYS1rxhV3tZeNK5uWwyUpyrx1xYXG/jKb3dcQ+QFT+FEKI6ivLzKTYYGPTAIxS9upjwxYvxqOKiZ9mXL/LlW0spys+XZMRJuWQyUpyrJ33pYSym+tuSXqFS0uyZblVOSKKiosrd3XbixImsXLmy3DZ79uxh7ty5JCYmotfriYiIoE+fPqxZswa1Ws3u3bsZOHBguW1TU1MJDQ2t+gcSQggHCAwOQV1kpGlYBJ7RrR0djqgnLpmMmAuLsZjMBA1vi3uIV52PV5yhI3vzydIrMQFVa/Pjjz9SUvLnVtC//fYbd9xxB3/729/KrX/8+HHuuusunnzySd544w08PT05ffo0//3vf236ATh58mSZPQBCQuRfC0II0RgUZxZhtGiB0qv2zsA5oqwm9xAv1BHlb7XsaE2bNrV5v2jRImJiYujfv3+59b/++mtCQ0N57bXXrGUxMTHcddddZeqGhIQQEBBQq/EKIYRo2Eq0RgCyN/2O0pIClF61Nz8a4ciwqkQe7W0AjEYjH3zwAY899hgKhaLcOqGhoaSmpvLdd9/Vc3RCCCGcgaWo9Cq5351RhDzZlaDhbbGYzNbyhsylr4w4i61bt5Kbm8uYMWMqrPO3v/2NHTt20L9/f0JDQ+nVqxe33347o0aNKnNLpnnz5jbvW7ZsybFjx+oidCGEEA2Me5Cmwd4VqIhcGWkA/vWvf3H33XcT/se21RMmTMDHx8f6AnBzc2PdunVcunSJ1157jYiICBYsWEDHjh1JTU216W/v3r0kJiZaX19++WW9fyYhhBCiqiQZcbALFy6wc+dO/vGPf1jL5s2bZ5NMXCsiIoJHH32Ut956i2PHjqHX61m9erVNnVatWtG6dWvrq2XLlvXxUYQQQohqkds0DrZu3TpCQkIYMmSItSwkJKRKT78EBgYSFhZGYWFhXYYohBBC1ClJRhzIbDazbt06Ro8ejbt75f8p3nnnHRITE3nggQeIiYlBr9fz73//m2PHjvHmm2/a1M3IyECv19uUNWnSBJVKVeufQQghhKgpl05GijN0DXqcnTt3kpyczGOPPXbDuj169GDfvn1MmDCBlJQUfHx86NixI1u3bi3zOHDbtm3LtD948CC9evWqVpxCCCFEXXLJZETp7Y5CpSR788l6G1OhUtq9uMydd96JxWKpUt2uXbvy/vvvV1pnwIABVe5PCCGEaChcMhlxD9DQ7JlusjeNEEII4QRcMhmB0oSkqkuzCyGEEMJx5NFeIYQQQjiUJCNCCCGEcKhqJSMrV64kKioKjUZDz549OXToUIV1t2zZQvfu3QkICMDb25u4uLgbTsQUQgghRONhdzKyefNmpk2bxuzZs/n555/p0qULgwcPJiMjo9z6QUFBvPDCCxw8eJBff/2VsWPHMnbsWHbs2FHj4IUQQgjh/OxORpYtW8a4ceMYO3YsHTp0YPXq1Xh5ebF27dpy6w8YMIAHHniA9u3bExMTw5QpU+jcuTP79u2rcfBCCCGEcH52JSNGo5HDhw8zaNCgPztQKhk0aBAHDx68YXuLxUJCQgInT57ktttuq7CewWAgPz/f5iWEEEII12RXMpKVlUVJSQnNmjWzKW/WrBlpaWkVtsvLy8PHxwe1Ws2QIUN48803ueOOOyqsv3DhQvz9/a2vyMhIe8IUQgghhBOpl3VGfH19SUxMRKvVkpCQwLRp04iOjmbAgAHl1p85cybTpk2zvs/Pz7c7IcnNzUWnq5/l4AG8vLwICAiot/Gqa8yYMeTm5rJ161ZHhyKEEEIAdiYjwcHBuLm5kZ6eblOenp5OaGhohe2USiWtW7cGIC4ujhMnTrBw4cIKkxEPDw88PDzsCc1Gbm4uK1euxGQyVbsPe6lUKiZNmmRXQlJQUMBLL73Ep59+SkZGBl27dmXFihXccsstFbaJiopi6tSpTJ06teZBCyGEEA2AXcmIWq2mW7duJCQkMGzYMKB059mEhAQmT55c5X7MZjMGg8GuQO2h0+kwmUw8+OCDBAcH19k4V2VlZbFlyxZ0Op1dycg//vEPfvvtN95//33Cw8P54IMPGDRoEMePHyciIqLuAhZCCCEaELtv00ybNo3Ro0fTvXt3evTowfLlyyksLGTs2LEAjBo1ioiICBYuXAiUzv/o3r07MTExGAwGvvzyS95//31WrVpVu5+kHMHBwYSHh9f5ONVRVFTEf//7X7Zt22adzDtnzhz+97//sWrVKl5++WW7+ywpKWH8+PF8++23pKWl0aJFCyZOnMiUKVMqbPPjjz9yzz33EB8fz3PPPUdubi7x8fFs27YNg8FA9+7def311+nSpUu1P6sQQghRGbuTkeHDh5OZmcmsWbNIS0sjLi6O7du3Wye1Jicno1T+OS+2sLCQiRMncunSJTw9PWnXrh0ffPABw4cPr71P4YSKi4spKSlBo7HdXM/T07Pajz2bzWaaN2/Of/7zH5o0acKBAwcYP348YWFhPPzww2Xqf/vttzz44IO89tprjB8/HoC//e1veHp68tVXX+Hv788777zD7bffzqlTpwgKCqpWXEIIIURlqjWBdfLkyRXeltm9e7fN+5dffrla/8p3db6+vvTu3Zv58+fTvn17mjVrxkcffcTBgwet82vspVKpmDt3rvV9q1atOHjwIB9//HGZZOTTTz9l1KhRvPfee9bEcN++fRw6dIiMjAzrnJ0lS5awdetWPvnkE2vCIoQQwk65F0F3pdrNNVlaOiqS0GT5g8Kn/Eo5f/Sfcx5SCiCz5M/3DZzL7trrDN5//30ee+wxIiIicHNz4+abb2bEiBEcPnyYBQsWsGDBAmvd48eP06JFixv2uXLlStauXUtycjJFRUUYjUbi4uJs6vzwww98/vnnfPLJJ9a5PwC//PILWq2WJk2a2NQvKiri7NmzNfqsQgjRaOVehJU9wFT9JzxbA194AJ9WUsl8Myj7w7cvw+6fwRwDrCh9r+yPuy6z2uPXNUlGHCgmJoY9e/ZQWFhIfn4+YWFhDB8+nOjoaCZMmGBzNaMqc182bdpEfHw8S5cupXfv3vj6+rJ48WJ++OGHMuM2adKEtWvXMmTIEFQqFQBarZawsLAyV7cAp3hsWQghGiTdldJE5ME1EBxbrS7OZGqZsimRFY/E0bppBVdGTl2B3XvhLy9CbBPIKIFNOrjlcTh8BqUxrwYfom5JMtIAeHt74+3tTU5ODjt27OC1114jKCjI7jka+/fvp0+fPkycONFaVt4VjeDgYLZs2cKAAQN4+OGH+fjjj1GpVNx8882kpaXh7u5OVFRUTT+WEEKIawXHQnhctZrqLXkcs+ShD74Jwv3Lr5R5FtgLgVEQHgMWLXAEfMOAM9WLuZ5Ua9deUTt27NjB9u3bSUpK4ptvvmHgwIG0a9fO+mRSRS5fvkxiYqLNKycnhzZt2vDTTz+xY8cOTp06xUsvvcSPP/5Ybh8hISF8++23/P7774wYMYLi4mIGDRpE7969GTZsGF9//TXnz5/nwIEDvPDCC/z00091cQqEEEII174ykpWV1aDHycvLY+bMmVy6dImgoCD++te/8sorr1hvm1RkyZIlLFmyxKbs/fff55///CdHjhxh+PDhKBQKRowYwcSJE/nqq6/K7Sc0NJRvv/2WAQMGMHLkSDZu3MiXX37JCy+8wNixY8nMzCQ0NJTbbrutzBYAQgghRG1xyWTEy8sLlUrFli1b6m1MlUqFl5eXXW0efvjhch+5rcz58+crPb5u3TrWrVtnU3Z1zReA9evX2xwLCwvj5MmT1ve+vr688cYbvPHGG3bFJYQQQlSXSyYjAQEBTJo0SfamEUIIIZyASyYjUJqQSHIghBBCNHwygVUIIYQQDiXJiBBCCCEcSpIRIYQQQjiUJCNCCCGEcChJRoQQQgjhUJKMCCGEEMKhXPbRXiGEEKIiubm5NmtRGXJyyA4MJEinw9OBcTVWLpuM6PUpGE3Z9TaeWhWERnPjnXWd2ZgxY8jNzWXr1q0ADBgwgLi4OJYvX+7QuIQQwh65ubmsXLkSk8lke2Dwnezevp1JbdrIOlX1zCWTEb0+hYPf34nZXFRvYyqVnvTu9XWVE5JVq1axatUq6/LuHTt2ZNasWdx9990VtlEoFHz66acMGzbMpvz6JKGurFixAovFUuHxqKgopk6dytSpU+s0DiGEqAmdTofJZOLBBx8kODgYAMO5c/w+/2V+6N0LnU4nyUg9c8lkxGjKxmwuomOHZXh5x9T5eLrCsxw7Pg2jKbvKyUjz5s1ZtGgRbdq0wWKxsGHDBoYOHcqRI0fo2LFjHUdcPf7+FWxbLYQQTig4OJjw8NK/s4tyckjJz3dwRI2XS09g9fKOwc+3U52/qpPw3Hfffdxzzz20adOG2NhYXnnlFXx8fPj+++9r/Lm3b9/OrbfeSkBAAE2aNOHee+/l7Nmz1uPnz59HoVDw8ccf069fPzw9Pbnllls4deoUP/74I927d8fHx4e7776bzMxMa7sxY8aUuSpz1YABA7hw4QJPP/00CoUChUJhPfbf//6Xjh074uHhQVRUFEuXLrVpGxUVxYIFC3jsscfw9fWlRYsWvPvuuzU+D0IIIZyDSycjzqKkpIRNmzZRWFhI7969a9xfYWEh06ZN46effiIhIQGlUskDDzyA2Wy2qTd79mxefPFFfv75Z9zd3fn73//Os88+y4oVK9i7dy9nzpxh1qxZVRpzy5YtNG/enHnz5pGamkpqaioAhw8f5uGHH+aRRx7h6NGjzJkzh5deeqnM7sFLly6le/fuHDlyhIkTJ/LEE0/Y7CYshBDCdbnkbRpncfToUXr37o1er8fHx4dPP/2UDh06VNpmxIgRuLm52ZQZDAaGDBliff/Xv/7V5vjatWtp2rQpx48fp1OnTtby+Ph4Bg8eDMCUKVMYMWIECQkJ9O3bF4DHH3+8TNJQkaCgINzc3PD19SU0NNRavmzZMm6//XZeeuklAGJjYzl+/DiLFy9mzJgx1nr33HMPEydOBOC5557j9ddfZ9euXbRt27ZK4wshhHBecmXEgdq2bUtiYiI//PADTzzxBKNHj+b48eNMmDABHx8f6+tar7/+OomJiTav+++/36bO6dOnGTFiBNHR0fj5+REVFQVAcnKyTb3OnTtb/9ysWTMAbrrpJpuyjIyMGn3GEydOWJObq/r27cvp06cpKSkpNxaFQkFoaGiNxxZCCOEc5MqIA6nValq3bg1At27d+PHHH1mxYgXz588nPj6+3DahoaHWNlf5+vqSm5trfX/ffffRsmVL1qxZQ3h4OGazmU6dOmE0Gm3aqVQq65+vzvG4vuz6Wzt15dpx63tsIYQQjiXJSANiNpsxGAyEhIQQEhJSrT6uXLnCyZMnWbNmDf369QNg3759tRlmhdRqtc3VDoD27duzf/9+m7L9+/cTGxtb5naTEEKIxkmSEQeZOXMmd999Ny1atKCgoICNGzeye/duduzYUaN+AwMDadKkCe+++y5hYWEkJyczY8aMWoq6clFRUXz33Xc88sgjeHh4EBwczDPPPMMtt9zC/PnzGT58OAcPHuStt97i7bffrpeYhBBCNHwunYzoCs/euJKDxsnIyGDUqFGkpqbi7+9P586d2bFjB3fccUeNYlEqlWzatImnnnqKTp060bZtW9544w0GDBhQo36rYt68efzzn/8kJiYGg8GAxWLh5ptv5uOPP2bWrFnMnz+fsLAw5s2bZzN5VQhR91K1qeQYchwdRoXy8i4BcFl7mQAgKS+JQG0QYT5hDo1L1A+XTEbUqiCUSk+OHZ9Wb2MqlZ6oVUFVrv+vf/3L7jEqWv30+ideBg0axPHjxytsGxUVVaavAQMGlCkbM2aMTdJw/Ti7d++2ed+rVy9++eWXMvH99a9/LfOEz7WurkJ7rcTExArrCyHsk6pNZei2oRQV19+q1PYKylNzP2G8eeRNXgJm7J1BWpIX24Zuk4SkEXDJZESjCad3r69lbxohhAByDDkUFRexsN9Cov2jHR1OufKSL3Fg/xs82fVJ2Pwak7tO5pnUleQYciQZaQRcMhmB0oREkgMhhPhTtH80HZpUvpaRo6TnqTkARPhEUAg092nu6JBEPZJ1RoQQQgjhUJKMCCGEEMKhXPY2jRBCNDaXc4vIKTSWKU/K1wJwNkOLWZ9XaR+B3moiAjzrJD4hKiLJiBBCuIDLuUUMWrqHIlNJmWNKzWW8W8GUzYmY9ZnltP6Tp8qNnc/0l4RE1CtJRoQQwgXkFBopMpWwfHgcrUNs97RKyj/J84dgxfA4WvlVvPnkmQwtUzcnklNolGRE1CtJRoQQwoW0DvGhU4S/TZlSU5qcxIT40KGJf3nNhHAomcAqhBBCCIdy2Ssjl/RGsk3F9TZekMqd5hp1vY1X3xQKBZ9++inDhg0r93hUVBRTp05l6tSpVaovhBBCXOWSycglvZF+P/xOUT1uQe+pVLK3Z7sqJyQLFy5ky5Yt/P7773h6etKnTx9effVV2rat+H4ulH7JX69v3771tjNvVaWmphIYGOjoMIQQQjgBl0xGsk3FFJnNrGzfgjbemjof73Shnkknksk2FVc5GdmzZw+TJk3illtuobi4mOeff54777yT48eP4+3tXWnbdevWcdddd1nfq9Xlj2kymVCpVFX/ILUoNDTUIeMKIYRwPi49Z6SNt4bOvl51/qpOwrN9+3bGjBlDx44d6dKlC+vXryc5OZnDhw/fsG1AQAChoaHWV1BQEOfPn0ehULB582b69++PRqPhww8/5MqVK4wYMYKIiAi8vLy46aab+Oijj2z6GzBgAE899RTPPvssQUFBhIaGMmfOnEpjmD17NmFhYfz666/lHlcoFGzduhXAGtuWLVsYOHAgXl5edOnShYMHD1bpXAkhhHBtLp2MOJO8vNKFiIKCqr7zb3lmzJjBlClTOHHiBIMHD0av19OtWze++OILfvvtN8aPH8+jjz7KoUOHbNpt2LABb29vfvjhB1577TXmzZvHN998U6Z/i8XCk08+yb///W/27t1L586dqxzbCy+8QHx8PImJicTGxjJixAiKi+tvXo8QQlRFVlYWKSkpNq/c3FxHh+XSXPI2jbMxm81MnTqVvn370qlTpxvWHzFiBG5ubtb3H3zwAXFxcQBMnTqVBx980KZ+fHy89c9PPvkkO3bs4OOPP6ZHjx7W8s6dOzN79mwA2rRpw1tvvUVCQgJ33HGHtU5xcTH/93//x5EjR9i3bx8RERF2fc74+HiGDBkCwNy5c+nYsSNnzpyhXbt2dvUjhBB1wcNgQOXmxpYtW8ocU6lUTJo0iYCAgPoPrBGQZKQBmDRpEr/99pvNJNQJEybwwQcfWN9rtVrrn19//XUGDRpkfR8WFkZmZumqit27d7fpu6SkhAULFvDxxx9z+fJljEYjBoMBLy8vm3rXX+EICwsjIyPDpuzpp5/Gw8OD77//nuDgYLs/57VjhIWVbgmekZEhyYgQokHw1un4x113UXLdP7SysrLYsmULOp1OkpE6IsmIg02ePJnPP/+c7777jubN/9wye968eTZXNK4VGhpK69atbcquJiPXT35dvHgxK1asYPny5dx00014e3szdepUjEbb/Suun+iqUCgwX/c00h133MFHH33Ejh07GDlypH0f9Loxrj4VdP0YQgjhSH5eXniGhzs6jEZHkhEHuTr34tNPP2X37t20atXK5nhISAghISE1Hmf//v0MHTqU//u//wNKv/xPnTpFhw4d7O7r/vvv57777uPvf/87bm5uPPLIIzWOTwghhJAJrA4yadIkPvjgAzZu3Iivry9paWmkpaVRVFRUq+O0adOGb775hgMHDnDixAn++c9/kp6eXu3+HnjgAd5//33Gjh3LJ598UouRCiGEaKxc+srI6UJ9gx1n1apVQOljtddat24dY8aMqYWoSr344oucO3eOwYMH4+Xlxfjx4xk2bJj16Z3qeOihhzCbzTz66KMolcoyE2aFEEIIe7hkMhKkcsdTqWTSieR6G9NTqSRIVfXTabFYqjVORe2ioqLKPRYUFGRd76Miu3fvLlN2fZvr+3744Yd5+OGHre/Pnz9fYf3yYgsICKj2ORBCCOFaXDIZaa5Rs7dnO9mbRgghhHACLpmMQGlCIsmBEEII0fDJBFYhhBBCOJQkI0IIIYRwKJdJRmQypAD5PRBCCGfk9MnI1T1arl9RVDROOp0OKLuirBBCiIbL6Sewuru74+XlRWZmJiqVCqXS6fMrUQ0WiwWdTkdGRgYBAQE2GwkKIYRo2Jw+GVEoFISFhZGUlMSFCxccHY5wsICAAEJDQx0dhhBCCDs4fTICoFaradOmjdyqaeRUKpVcERHCCRVk68lJK73FmptdjN4nEssVBcHa5hRcNpFZWACAxkeFb5DGkaGKOuISyQiAUqlEo5FfUiGEcCYF2Xo2zvkeoy4VgD1f56HsPgO+gIeYzk9Hr/ATVwBwVyv5+5xekpC4IJlgIYQQwmH0WhPFRjM9748GoP+d/tzy0yK6Dynik5sW031iEx5+/hYGje1AsdGMXmtycMSiLlQrGVm5ciVRUVFoNBp69uzJoUOHKqy7Zs0a+vXrR2BgIIGBgQwaNKjS+kIIIRofv2BPAAKC3PHVXsS3iYUsn0v4Rqho2sKXoDBvB0co6pLdycjmzZuZNm0as2fP5ueff6ZLly4MHjyYjIyMcuvv3r2bESNGsGvXLg4ePEhkZCR33nknly9frnHwQgghhHB+dicjy5YtY9y4cYwdO5YOHTqwevVqvLy8WLt2bbn1P/zwQyZOnEhcXBzt2rXjvffew2w2k5CQUOPghRBCCOH87EpGjEYjhw8fZtCgQX92oFQyaNAgDh48WKU+dDodJpOJoKCgCusYDAby8/NtXkIIIYRwTXYlI1lZWZSUlNCsWTOb8mbNmpGWllalPp577jnCw8NtEprrLVy4EH9/f+srMjLSnjCFEEII4UTq9WmaRYsWsWnTJj799NNKH8OdOXMmeXl51tfFixfrMUohhBBC1Ce71hkJDg7Gzc2N9PR0m/L09PQbrnq5ZMkSFi1axM6dO+ncuXOldT08PPDw8LAnNCGEEEI4KbuSEbVaTbdu3UhISGDYsGEA1smokydPrrDda6+9xiuvvMKOHTvo3r17jQIWQggh7JZ7EXSli6eRlfvHz1PAH0+CZib98fMUpFy3lkl59e2Rdcr+NrUoP9cMQGGOhZBiBQWpOjJLbG+MOHp1W7tXYJ02bRqjR4+me/fu9OjRg+XLl1NYWMjYsWMBGDVqFBERESxcuBCAV199lVmzZrFx40aioqKsc0t8fHzw8fGpxY8ihBBClCP3IqzsASbdHwUhwEjYMg5rcpGtApqWlgVdv7BaOfXtpfICrybVa1tNujwDAN/v0kEg/LqzmNHFvvz83gl+vq6uo1e3tTsZGT58OJmZmcyaNYu0tDTi4uLYvn27dVJrcnKyzc65q1atwmg08tBDD9n0M3v2bObMmVOz6IUQQogb0V0pTUQeXAPBsaVXOrbs/uN9QGmdU0nw9fOlZbGtbNuXV99eXk0goH4fxjAUFQNwU3cNl85C50HuzNinZ8UjXWkd8ufFgOzUQnauO45ea3KeZARg8uTJFd6W2b17t8378+fPV2cIIYQQonYFx0J4HJAC7P7jfXjpsRxV6c+msRDe8bqG5dR3It6+pRcIvAMVZLhb8A3zommEr4OjsiV70wghhBDCoSQZEUIIIYRDSTIihBBCCIeSZEQIIYQQDiXJiBBCCCEcSpIRIYQQQjiUJCNCCCGEcChJRoQQQgjhUJKMCCGEEMKhJBkRQgghhENVazl4IYQQwtnlpulQFRcAoM8wUeATSVaGCY1vgbWOxkflqPAaFUlGhBBCNCq6fCMAX689hqo4+c8D3WfA5mwg21rkrlZy+8So+g2wEZJkRAghRP3IvVi6g+61Mkt3liXn/B8/L9j+zDwFBuOf9TJPgvt1X12ZKX/W1WjLjpt1yuatUVfaV8/7o2ndLgoA/dmzpE5/lrDFr6GJiQH+3M32an1RdyQZEUIIUfdyL8LKHmDS2ZabooGl8O3LQAh8Ox/wLv3ZuSls+QcYTX/W2zIOVOds+yjyBm4uretZWP74Ki/wamJT5B/sSdMWpbvXFhWo0GovEhyiwrNFw9rRtjGQZEQIIUTd010pTUQeXAPBsX+WpxbDmnz4y4vw73fhLy/BrmWlP7NWc27wXPCOoCBDCRvh3OC5ZIaYbbrOS8mCd7ZybvA8roQHlz++xh9KCuDKcS4VZAJwqeAyXDH+0UkSCiApLwmuKAAoyDX9We+PY7keuZV+zECPQMJ8wuw7N0KSESGEEPUoOBbC4/58X1wA/AiBUaXvA1sC4NusE565nsz8bXVpM21zHmI6M46uIsvnkk2XQXlq7ieMGb+tIvui8YYhROXE0o2bePPIG5w/X3oLp1WahVeBGXtnkHRaYTPmm0feoBs3MWPvjBsmI57unmwbuk0SEjtJMiKEqFeX9EayTQ3zHnyQyp3mGrWjwxBAsGcw24ZuI8eQA0DBZRM/Hb3Con6L8I2wfcIlL/kSB/a/waJ+C/Fv0fyGfV/6LZMDu3bxZNenaN6paWnhyXOwbjqL+i2CttE2Yz7Z9SkO7NrFon6LCAwJrLDfc3nnmLl3JjmGHElG7CTJiBCi3lzSG+n3w+8Umc03ruwAnkole3u2k4SkgQjzCbN+qWcWFvATV4gOiKZpE9s5Hel5ag4A0f7RNGvS+sYd+54BoLlvBB3+qF/kb+E80Mq/FZ5NOtiM2dw3Av44Ft4kvFY+m7AlyYgQot5km4opMptZ2b4Fbbw1jg7HxulCPZNOJJNtKpZkRIh6JsmIEKLetfHW0NnXy9FhNFp6fQpGU3aZcpNeSwvfi5j0J8gv8KnlQc+Bj1vpz4I/v3p0eh0eARcwmvPwDC5CTzLGSDNa01lMBRbUqiA0Grka4eokGRFCiEZEr0/h4Pd3YjYXlXt8dm/IvlD6qnU3B8L56XDetrjVnZBphLZ/hYsshJmQlf00ZINS6UnvXl8D8ritK5NkRAghrnG6UO/oEMpVW5NrjaZszOYiOnZYhpd3jM2xsxlapmxKZMUjccSE1PKVkcxTpeuAPPgeNP3z0d6cVB3frD1Gj3sD2PfRWwx6YARFry4mfPFiSkItHDs+7Y+rOJKMuDJJRoQQgtIve0+lkkknkm9c2QFqe3Ktl3cMfr6dbMpU+XkkF1xBpWmPn69/rYxjVVAM2hLQRMM14xpyCjDkalErgynK8kRDC0ouKvFRxWDyttRuDKLBkmRECCGA5ho1e3u2q9Fjx0ZDJqbi/FqMqtRZvYX4JDMXc0/i560ot05l8z1MunM0V5kx6c6gM8kXvGh4JBkRQog/NNeoq33lQa9P4eDhIRXOxagJPa1AsYRjx59GR1KF9Sqb7xEfClmnnyaL0nkYalVQrccpRHVJMiKEELWgsrkYNeVVaIETJXTs8DodK7gyUtl8j6Tcc8zYO5NF/RbSKiBanlARDY4kI0IIUYvKm4tRU97ogFN4e8fgV8Ej0ZXN91AZlVwyKVF5tcbPt0OtxiZEbVA6OgAhhBBCNG6SjAghhBDCoSQZEUIIIYRDyZwRIUSDVtHS5Q2NrvCso0MQwmlJMiKEC7qkN9ZovYy6Yu/qpjdauryhkUdmhageSUaEcDGX9Eb6/fA7RWazo0Mpl6dSSZCqan/11OXjsnVBHpkVonokGRHCxWSbiikym1nZvgVtvDWODqeM6uyxUhePywpxrYK8HPI81WSmXsbD0wOAnDQd5uJ0cjPcAMi+fBE3va7c9p5+flD+EjCiCiQZEcJFtfHW0LmCNSmEEH/Kz8rgo7eXUhwbCWveKHN830de0KoDX761tMJkxN3Dg1tfmlbXobosSUaEEEI0akX5+RSbTHS5kE7sy6/gER0NlF4Z+WbtMbo9FM7X3+/insnP0LRJkzLtsy9f5Mu3lmLUFtZ36C5DkhEhhBAC8DEYaRoWgWd0awCU7gUo3bMICIkAICgikmbhMieoLkgyIoRwSqaUFIpzcup9XPfAQFTyhSRErZJkRAjhdEwpKZwdci+Wovp/5Ffh6UnMF59LQiJELZJkRAjhdIpzcrAUFRG++DXUf9zfrw/Gc+dImf4sxTk5koyICp3LO1frfSbla1FqLpOUfxKlxqfcOrnaTAAuaS+hvWJAX6AnBMgwlF5BvKRPQ6kpLtuHzvFP3UkyIoRwWuroaDw7dnR0GEIA4Kf2w9Pdk5l7Z9ZJ/1HNA/nXnq0A5LtryVTZ3qbslN+WtnTizZ/f5LczJ+mW3Y2XeZxNF3cSTjjLL6zDu1Uuzx+y7TdCH8N9PFUnMVeVJCNCCCFELQj2DGbb0G3kGGp/LlPyuQJi/qvH848t5Swq0D4WgMXPzVon9/dMvv5mF0/e/CQB7ZqiP6qH7YU8EjmI704cZ2rLsUw/WMyK4XHEhJReGTmXd46lX62s9XjtJcmIEEIIUUvCfMII8wmr9X4Vyal4cobCOyOJDPQie/NJYtStUDf583ZLsk/p/kjNfZrTokkM6b7pmDhFiEdgabkmFLPeQiu/tnRo4l/rMdaE7NorhBBCOAlzoAfuIa63mKEkI0IIIYRwKLlNI4Sokbpc78NgKn0qwXD2HEWqPzf+MJ6r/acVhBCOI8mIEKLa6nq9D2OkGWZCyvTpqC/aXshVeHriHhhYJ+MKIeqXJCNCiGqr6/U+tKazZGU/TfjixfioYmyOyUqoQrgOSUaEqGWNcZnyulrvw1RggWzwiInG07dxrCeSn5VBUX6+TVm2oaT056WLpHu4ldeM/EwtTQ2ZFOVkQUTDelJCwOXcInIKjdVun5JdRIfryoozSncQVnq74x7g+IXLakKSESFqUUNYphzfgHofW9SO/KwM1k17gmKDwaY8PTgMHprEl28t4XBWaoXtHwH2v/o/2r6+Cr/gkDqOVlTV5dwiBi3dQ5GppNp9xKJkLT74eqpQerujUCnJ3nwSAIVKSbNnutVWuA4hyYgQtaghLFMuyYjzKsrPp9hg4J7JzxAUEWktP2Eo4d9pRdwzOZ72FVwZOZupZc77uxicmUBRfr7LJiPZqYVlynLSdNafSvcCND4qfIMazpWCnEIjRaYSlg+Po3VI+Uu534hbhg42nyHEV4N7gIZmz3TDXFhMcYaO7M0nMRcW13LU9UuSESHqgDMsU67Xp2A0ZdeoD4PpHMZIM1rT2dJbKrVMV3i21vt0BkERkTT7Yxt7gPQCHaSdIqh5JM18y19jItMjjxxVYj1FWP80Pirc1Up2rjte5pi5OB2Ab9YeQ+mehbtayd/n9GpQCQlA6xAfOlXzFpoRNzKuee8eoIGAWgmrQZBkRIhquqQ3km2y/deIwWQhJTIKrcmCR4Gu3mK5dtzkQv0N6+v1KRz8/k7M5lq4nTQTsrKfhprlNRVSKj1Rq4LqpvPGpiAdDBXPW9BkaemoSEKT5Q+K6v0LvkJZp2rU3DdIw9/n9EKvNZU5duVSEl+sgDse64jCLYSd646j15oaXDIiKibJiBDVcElvpN8Pv1NkNpc9+PxCyCmGn2r2l6/dro6bk4ynUkmQquL/vY2mbMzmIjp2WIaXd0yF9W7EcPYcKdOnE754MR4xdXNbSq0KQqORp2ZqxcePgq6gwsOtgS88gE/raHyVF3g1qXZz3yBNuQmGubj0alFgqBdKd+9q9y8cR5IRIaoh21RMkdnMyvYtaOP951+O9fHlXJ7rxw1SudNco75hOy/vGPx8O1V73CKVAvVFJT6qmEbztItTK9bDg2sgOLbcw2cytUzZlMiKR+Jo3bSWr4xAaSISEHnjeqLRkWREiBpo462h8zX38ItUCnwunidKpcCzgnv7dcFR4wonFBwL4XHlHtJb8jhmyUMffBOEy+PBov5IMiKEEEI0QMW5eutTMlfXFHFVkowIIYQQDUhBtp6i1EKMH/0OxdfMS3NXkptrQFFS+uSaxkeFh4NirG2SjAghhLBxJkNbo/aB3moiAjxrKZrGpSBbz8Y53+NdYmaAr4rDhcUUmEuTD6MZit78xVrXXa1k+ISbHBVqrZJkRAghBFCaRHiq3Ji6ObFG/Xiq3Nj5TH9JSKpBrzVRbDTT84Fo2HWRXmM6oGxadh5YdmohO9cdx1Dk3IudXVWtZGTlypUsXryYtLQ0unTpwptvvkmPHj3KrXvs2DFmzZrF4cOHuXDhAq+//jpTp06tScyiFpW3VkZDUdUnQoQQtSMiwJOdz/Sv0R4qZzK0TN2cSE6h0SmTEeO5c9Y/6zNK1zQxXLpU+vPcOYrK2XfKkHoZgPSfTmG8UPaqUkG2jm65meiPHKco16/M8fL2lfIL9sQEBIZ6o46ogyebGhi7k5HNmzczbdo0Vq9eTc+ePVm+fDmDBw/m5MmThISUXX5Yp9MRHR3N3/72N55++ulaCbqxS9WmkmOo+UZs6UYLY0+a0Nf+wpm1wlOpZG/Pdk6VkBhKMut0RdIKx7VzJdTGurKpuLGIAE+nTCJqg8JDQ8r0Z63vC3wiofsMspavgNu6kDL9WfTlJCOZfsHQyp89X+ehdC9/obW/0IIft+XidugZNNf9/X11X6nGvAu13cnIsmXLGDduHGPHjgVg9erVfPHFF6xdu5YZM2aUqX/LLbdwyy23AJR7XNgnVZvK0G1DKSqu+cqZJlVL9GEv45u1CjfT5VqIrmIadw3L+i8j2Cu4SvVPF+qZdCKZbFOx0yQjen0KR7ImYp5ZXKcrklbIzpVQZWVTIWw1X7GcIJ8/r1xkZZhgczbBU6fAz7sJX/waoYGBZdqZjl2A/75Nt17eRMaU/X/qUraOd745zy1uoQQvf5vgEJX12LX7SkkyUkVGo5HDhw8zc+ZMa5lSqWTQoEEcPHiw1oIyGAwYrtm1Mv+67bQbsxxDDkXFRSzst5Bo/5otqnVKZ2bCmWIW93qSWC9lLUVY1rm8c8zcO5NQdy0dfFvU2TiOZjRlY8ZAwDo3WjyzxKGLnlWFrGwqhC33pk3xvGZPII1vAZCNR/Pm8DN4REfjWU7CoM4r3Y03qEMUkX06lzmedzmP4wdzuUULmpgYPFv41tlncFZ2JSNZWVmUlJTQrFkzm/JmzZrx+++/11pQCxcuZO7cubXWnyuK9o+mQ5MONeqjWK0DThEdEE0HWSir1rinKep9RVJZCVUIx8vLuEz6ubJ/l+Znagk0ZmIuVnPlUpJ1+XoonW9SVMnWDY1FgzwDM2fOZNq0adb3+fn5REbKEsKNVW3sLlvbCgstf/w8Sz4KQOZhCNFYeXj7Au7s+2gl+z4qv86dgBH4YkXZY25tI2mel0PjnKlTyq5kJDg4GDc3N9LT023K09PTCQ0NrbWgPDw88PBwlaVcRE0YDZkcPDykdnaXrUVJtALFEo4dfxodSdZyJR4oteVsnieEcFk+gcF4+I9h0JhoAkPLXhk5m6ll7oe/cK9OzR2PdbSpk3boe3Z+ugm9zrVXWL0Ru5IRtVpNt27dSEhIYNiwYQCYzWYSEhKYPHlyXcQnGjlTcX6t7C5b27wKLXCihI4dXqejt8Jabk7KIjXnCQdGJoRwBIXSjybNW9G0nPkgmR555KhTUBo1ZeoYrnmUuDGz+zbNtGnTGD16NN27d6dHjx4sX76cwsJC69M1o0aNIiIigoULFwKlk16PHz9u/fPly5dJTEzEx8eH1q1bVziOENeq6e6ytc2b0vk23t4x+F27UZ7bMccFJUQN5WdlUFSDBwY8/fzAgQuUZ1++iMJNh7k4vczcjGvlZly2/kw/V9pOOJbdycjw4cPJzMxk1qxZpKWlERcXx/bt262TWpOTk1Eq/3wyIyUlha5du1rfL1myhCVLltC/f392795d808ghBCixvKzMlg37QmKr3mS0V7uHh70efa1Woyqajz9/HD38ODLt5Zay8qbm3FVicYLWnVg30crOagvvT3i7uHxRzIlHKFaE1gnT55c4W2Z6xOMqKgoLJYGuqqWEEIIAIry8yk2GLhn8jMERdj/wED25Yt8+dZSTIUFdRBd5fyCQxi7bBVF+fnkpOn4Zu2xMnMzrnX21GW+/n4Xt46YRExsBFCa0PgFl124U9SPBvk0jRBCCMcIioikWbTz3UL3Cw7BLzgEpXsBSvesCudvAFzJLf0ZEBLhlJ/VFdXdSldCCCGEEFUgyYgQQgghHEpu0wghhBCNTHGuHnNhMcq8YpoUO37iriQjQghhJ2MdrQ1xdSt6w7lzFBX9+VSLwSQPAYjaoygwkr76NywmMz7Aq4rx7FHcsFmdkmRECCGqyD0wEIWnp80287Upz1MNsZGkTJ9OYZHRWp4SGQXPL+Ts7xdQVrCz65kMbZ3E5KyyUwsrPJaX1bBWdK5vyqJiLCYzQcPbckl7Ga8vtKiVJofGJMlII2Y0ZAK2+6vUBZPuHM1VZky6M+Srq7ZU+tW9X/RFl+osLiHspQoPJ+aLzynOyanVfjMLDDzxwWHU+mxuLdjLq93+Tr57gPW4v7r0KsniLT+RYim7Rf1Vzd1lGqDGR4W7WsnOdccrrGNyL4BgUHs17q9A9xAvzB5ujg4DkGSk0dLrU/j16CTg5TL7q9SF+FDIOv00WVWsf3Xvl7NJS4lReqJWVfwXsBD1SRUejqqCqxPVlX85j2M+qbw6pBOX1u9l+rjB+DVvZT1++tRJDgDT72xLm9i2FfZjuXKJr1/5uFZjcza+QRr+PqcXem3F/9LPzErn48+O4OWnrsfIRGUkGWmkjKZszBY9KCizv0ptS8o9x4y9M1nUbyGtAqKr1ObavV+6BjRBo6ndv/yFaIgigzy5BMQ09aFZhL+1vCjTC3KKaR7oRadryq+X/sfVzuuXN8/Lu0RQnpo8nRfpF1NA71OmrSstie4bpME3SFPhcZN7/S/MJionyYgos79KbVMZlVwyKVF5tcbPt0PVYrpm7xeNpu5iE8KVlLcs+lX3E8YBwjiw7O0K28uS6MJRJBkRQjQeuRdBd8Vx43s1gQD7l1qvqmuXRb/Wubw/rk5mZBJ932poGltue1kS3cUVWYhFiTKn+vsP1RVJRoSoQKo2lRxD+RMVz+lKJ+Keyz2Hu/GaSYN5SSiApLwkuFKPz8r9MW5WURZ191Xn5HIvwsoeYNI5LgaVF0w6VOcJyfUJxZUrRrL9jfhrdTSLDIdwWQK9MVLvhbX4wNcXUaiUKL3dIc/RUZWSZESIcqRqUxm6bShFxeU/AmhStYSwl5mxdwYq0wVreas0C68CM/bOIOl0/SUjV8edtnsab7T7nDCfsHob22norpQmIg+ugeDyrwzUqaxTsGVcaRx1mIwIURGFGeaiY9rwzrRpFYh7gAZSHB1VKUlGRIN2ulDvkHHP5V4hXxHCkz2eJMInoszxZIOFBRdLWNRvEbFe11wZOXkO1k1nUb9F0LZqk3VrxR/jGkoM5BhyJBmpTHAshMc5OgohHOICZkpCvEoTkQZEkpF6cElvJNtUXCt9ndOZMalackpnplhd/cvNhYUWUmheKzHVhSCVO55KJZNOJDsuiLCXmZ8GUP5/O0+lku5NY2mu+fPxwCJ/C+eBVv6t8GxStcm6teHquEII4YwkGaljl/RG+v3wO0Xmqi32VSVhLzPhTDFwqmb9KKbiqSz94m9ommvU7O3ZrtaSOHudyz3HjL0zWNRvEdEVPI4cpHK3SUSEEKI6vNx8IV+B8bIWS4Hxxg1cUMP7FnIx2aZiisxmVrZvQRvvml8Wq8qXZFUUFp7l2PGnubXj6w32C7W5Ru2w2NyNSlSmC8R6KelQh489NzqOfJolq4bJuxB1Qa/g7ub/QHlITcahI+CuxNPB+8Q4giQj9aSNt4bOtfClVltfkvko0JFEuEcj/K0XjtFQnmbxauK48YW4nhHclWrMHY0Ed7qJ7M0nUTfCVf0lGRHCxZzLq5sdZctlz6PMmadAYYK75kFAS2txoMqHMM/guo3zqjpa5+NybhE5hZVfXtdkaWkNnMnUorfYPk8pm9wJvM24hzTeq7CSjAjhQjzcPJi5d2a9jWf3o8wRYXDyPZsiT3dPtg3d5rRPAF3OLWLQ0j0UmUoqrddRkcQXHjBlUyLHLGUXd/BUueHrqaq0jzMlFjwK7L+yZJ347u1NsR6oRh+VCVK5U3nk4kaKMzIwnD1rfW+8dAkFYDh7lpLcsl/V+gxTmXrGglxrWZG7HuMlPQrAlJVtbde8IANO/U5Rrg/ugYF1+InsI8mIEC5k2YBlFLRqWn8D2vMoc+Yp2PIPePA96wqg5/LOMXPvTKd+HDmn0EiRqYTlw+NoHVJ2z5erNFn+8CmseCQOffBNZY4Heqtxz75cbttAJWgMep7O18BP1Zz7EvYyE8KAC8CF2p0/46lU8mlYw3pU1Fkovb2BEnI2bsRkKMZ74IsAZC1fQdOe40iZ/izmvLJPFRb4REL3GTb1sv28oW9nMpevwHTxBPqwW2jacxy5276BbqVPTz7300bMCcmcBxSenrDidcDx94UkGRHChQR7BhPpgEeKq/Qos8EIRhP4RUE9xlhfWof4VLqJHYrSRKV1Ux8IL79eena5xUS4KVg/Nx7vVavxiLF/4rp14ntmVqXLwVfH6UI9k04kk1tiqbU+nZXRlEp+wYUy5Sa9lnC/i3i4q9Hpfcgv+PN2jMnvCiW+ufg+8yB+AYFo953H3a0Yn2n3of/1PP6v/RM3/7Jf1e7ZxXh8fcGmXnGhFu/jP+L39DCCw8eQe9GA/tfz+PytA94ZSRSrL/LuoIGMuv0mogrNpEx/FoW2EPCty9NSJZKMCCGEE2iWc4UolQLPakxct058L0ylgwZoRE+IlbfOU6beRKaPPyf0JrIquWWVYzCQGujGqZKSSuvnGAxkhGnZnvw0lgvl7/ty762lP7+5BFwq/bMvBQSTBb3/qFQC9IamQDKlf6YEqCBJbXXndfU0cPPNkMaXpGUD3lj7vrk55PEl9wBZCg0tW66s8HM7giQjQgghXFKl6zx1G8h/L+TAhfL3n7K605/3tEU3rn9bC+AVsOMBRU8lbFSl0HTXFdz+EoB/SCjZm37nJ10xvYbGUPzNBYIeaYd7iGeZtjmpOr5Ze4xBD/5ZLyv3Ctt2fcHQgUMIjW1O9olsir+5QH5rPQkXf2WgsSMfeGVwX+cNmMz55UTkOJKMCCGEcEkVrfOUmZnJli1bePDBB2natOI5VjlppV/43R8M5Zs9X1ZYPydNx56PdxLe+z06dngdb+8Ym+NnM7TM/fAX7i1Sc8djHQkM9bLe3tIrWqIp8MXdLRgfTSS6Aj3FBSY83dpiKlDgo2mP2rfsXCRDTgGGXK1NPa17OoXaJmjc2+DnG4Pe+wq6fFAmFlDocRk3UyQXLA1zOQdJRoQQwk7X7uiclK9FqblMUv5JlJqKJ7CSfx7UqtKfHuUv5peXV3r9/lzeOa5cueZR4RruBl0fj3ufM5lJDw7jrBnMvipO6w2Yq/DUjvVWiNlCenAYv+NOUWQUWpOF4kILSbTCq9CCN/Y/AXR1b6vr13lKKVDRVJtHe42K8EpuWWXmlPBbTgmxbm4kVlI/M6eE0wVFtCKJjt4K/K6ro8w3oc43EaZ1o4OHB03r6TaZwlfNt/nF9BishkQw9oMrhxvm3J5Gn4xUtk18bahwq/nq9lefa0jUMmeK3ZlidQXOdL5z9Dk8vftpmx2dvVvB84eq0DgiDH54qcLDQXlq7ieMGXtnku3/ZzJSG7tBeyrVBJbU4rYUf7i6j9TzVwzw0CTQA31CeCI55Y8JDVVwpz/vmSzw0CT+DfD8QsgphhxAsQROlFDd7S88lcoGueVFfSmygNL3j++eBry0a+P9L8SNt4mvDRVtNV8Tnu6eBHo0nOfDbyTQIxBPd896Xf+iNjjbeXZGzvy7sXrQagI1gZzN0DJlcyIrhscRU8mjveU92ny9vORLHNj/Bov6LcS/xTUbWdbCbtCBuSmEnf1rtdpW5uo+UmeSkvjyrSXc9H+TeOHbDFY8coPz8Yert0J6DAlg30dvMeiBERS9upjwxYspDrVw7PjT5d76qCrZQ8o5NOpkJMeQQ1FxEQv7LSTav262ez+lMzPhTHHZreZrINAj0KnWZAjzCWPb0G11egWqLjjbeXZGrvC7YdbnYdZn0sqvLR2aVPJobxUebU7PU3MAiPaPplmT1tbyWtkN2lB3G7A116hRebhxOCuVGCUoC0y00XjQqQq3I6y3QpQKTmel0o5iCi+eJ0qlwOQNOpJoxTm87JkZei0T5Jtsi4r0mXj7XKFIf5L8ggoeVQF0eh0eARcwFRsqra/T6/DwS61efAJo5MnIVdH+0XSoo3UPitU64BTRAdGNesO1MJ8w+WIX5Wp0vxuVbdiXmfLHz1OguWaJ+MykP8tTTGXb1XTcBkqtCkKp9OTY8Wm13vfNN8P5819y/nzl9VrdCVnaG9cP7wUKhQa1Kqi2Q20UJBkRQoj64NWkdKO+LeMqrlPkDdxcejvHs/DP8mwV0LS0bVA1kxFwuo0CNZpwevf6GqOp4qsX1VHlp2n+eHz2lgdD+fq7Sp6m+aPe3eP6otGE12qsVZV9+SJ5eaXnKS8jjfRzFnLSdJiL08n9Y9KzNusKgabSq5A5WRnkeapxz8nFRxY9E0KIRiIgEiYdAt2ViutcTIFlb5fOK4m85kvtVBJ8/Tw8uAZiW1U/hjraKLAuaTThtf4Fry1IoVDbBE9NW/x8K+776uOzKvcWlda/Wk+tqv8rfLr8XFTAl28uwahWQWQo+ze9T6H2krXOvi+8oFUHDn/2Pwb7lP7+7fz0I4piIwncnkBoxBgs5sIKRqgfkowIIUR9CYisPBnQ/zHhs2kshP85Z4Qc1TXlHesuPuF0TEU6VEDf4f+H0UPNf/d/Q99HHiUkppl1cnC3OxV8ffx3ut1/H28cvURb3mPQAyPInv4mpnH3QjJYzOWvHFtfJBkRQgghnJx/SCjGP9av8Q8JpVl0DEr3ApTuWQQ0sQC/4xPchBxV6RWQwOAQSoqMFPr7OTDqPzl+qz4hhBBCNGqSjAghhBDCoSQZEUIIIYRDyZwRIYQQte5MhvbGlYCCjNI9Zy7mlP68lK0jkNLN5QIjiogIKLtjrXA9kowIIYSoNb6eKjxVbkzdnFil+iHFCkajYcmOk9wJLP76JAuAKZsTSfk2h53P9JeEpBGQZEQIIUStCfHxYOcz/ckprNry8wWpOn5+7wTxg9vy679h+p1tYR/E39mWJw4VklNolGSkEZBkRAghRK2KCPCscgKRWaLkZyAy0ItfgeZBXhQCkYGegGMX4hL1RyawCiGEEMKh5MpILdPrU2z2USgstPzx8yz51d11sg7oCs86OgQhhBACkGSkVun1KRz8/k7M5iJrWRKtQLGEY8efRkeSA6MrS6n0lB0mhRBCOJwkI7XIaMrGbC6iY4dleHnHAOBVaIETJXTs8DodvRvOlREo3Z7bUTtMCiGEEFdJMlIHvLxj8PPtBIA3OuAU3t4x+Pl6OTYw4fKM58659HhCCNckyYgQLsA9MBCFpycp05+t97EVnp64BwbW+7hCuCpfpQJLjt7RYdQrSUaEcAGq8HBivvic4pyceh/bPTAQVbjc7hOippTe7uCupJu3O8U7k1GolKVljUDj+JRCNAKq8HBJCoRwYu4BGtQj2vH1279wx2MdaRLjj3uAxtFh1QtZZ0QIIYRoIBS+avJKQNnUq9EkIiDJiBBCCCEcTJIRIYQQQjiUzBkRjU/uRdBdqZu+M/9Y2C7zFKSY6maMmvBqAgGRjo5CCCFsSDIiGpfci7CyB5h0ddN/tgpoClvGQVADTEZUXjDpkCQkQogGRZIR0bjorpQmIg+ugeDY2u//VBJ8/Xxp/7Gtar//msg6VZokJR+suytDNxpfCCHKIcmIaJyCYyE8rvb7zVGV/mwaC+Eda7//mvBqUnplZMs4x8Wg8iqNQ4hGKju1EIAcgwEAba4RgPwsPW7JBdbjjY0kI0I0FgGRpbdoHHFV5CqZsyIaqSIlKFVKdq47DkBqoBvc6c/RPZfoSgDfbztLwWelixa6q5VofFSODLfeSTIiRGMSECnJgBAOUKC0cMsTHWnpU7p2yHGDgfcuXeKm/s1hj5ZeQ2MI7NQaAI2PCt8g+9YYseQUU6w213rc9UWSESGEEKIeaPzVNI3wBSCwwA0ugU+AGgC/YA1NW/ja3adFraDYbIRdueQr8sEDFJ5utRp3fajWOiMrV64kKioKjUZDz549OXToUKX1//Of/9CuXTs0Gg033XQTX375ZbWCFUIIIcSfLF5Kvrr0Hu4PBhP0SDsA3HzUDo7KfnYnI5s3b2batGnMnj2bn3/+mS5dujB48GAyMjLKrX/gwAFGjBjB448/zpEjRxg2bBjDhg3jt99+q3HwQgghRGOnKylAEazCvamno0OpNruTkWXLljFu3DjGjh1Lhw4dWL16NV5eXqxdu7bc+itWrOCuu+5i+vTptG/fnvnz53PzzTfz1ltv1Th4IYQQQjg/u+aMGI1GDh8+zMyZM61lSqWSQYMGcfDgwXLbHDx4kGnTptmUDR48mK1bt1Y4jsFgwPDHY08AeXl5AOTn59sT7g1pC7SUFJWgLdCSr6p53/kFWgoLzeTna8GS/8cYOsyFWrT5+eRbims8hqihAi0YLKU/a/n3CaBIq0VbUkK+VoupDvoXDY+2IB+zQYe2IJ/8fEWN+iooKEBvMlFQUIDnNb8/V3+vsn77DbVWW9OQ60RWWgp6k4kzu3eRdfRoldvl5ZRQqMvjwqGT6E0msk+fxlRSQklhIWaDjl/PpaItqN3/l3KvZGIwGPg1KY3k/JIK62nTiigyFvLLsYsYDAYSdv+Ct8/5MvUMeQYKzOnsTTyK18WyE08v5RThb8zk0vmzqLTeAJzXmzAXarmcp0dlzEF/7DLnC1Or/BkKsvXkm85z5JCaQqWKX4+cwuyhwWAwcOlMOvocCznpOoqMhWgLLRgMBgoLdRTriygsNFOg1qEtKaFQp6PAUEiRUUdBQT4e+ZYqx1AVV7+3LZYb9Guxw+XLly2A5cCBAzbl06dPt/To0aPcNiqVyrJx40abspUrV1pCQkIqHGf27NkWQF7ykpe85CUvebnA6+LFi5XmFw3yaZqZM2faXE0xm81kZ2fTpEkTFIqa/cvjqvz8fCIjI7l48SJ+fn610qcoS85z/ZFzXX/kXNcPOc/1p67OtcVioaCggPDw8Err2ZWMBAcH4+bmRnp6uk15eno6oaGh5bYJDQ21qz6Ah4cHHh4eNmUBAQH2hFplfn5+8kteD+Q81x851/VHznX9kPNcf+riXPv7+9+wjl0TWNVqNd26dSMhIcFaZjabSUhIoHfv3uW26d27t019gG+++abC+kIIIYRoXOy+TTNt2jRGjx5N9+7d6dGjB8uXL6ewsJCxY8cCMGrUKCIiIli4cCEAU6ZMoX///ixdupQhQ4awadMmfvrpJ959993a/SRCCCGEcEp2JyPDhw8nMzOTWbNmkZaWRlxcHNu3b6dZs2YAJCcno1T+ecGlT58+bNy4kRdffJHnn3+eNm3asHXrVjp16lR7n6IaPDw8mD17dpnbQaJ2yXmuP3Ku64+c6/oh57n+OPpcKyyWGz1vI4QQQghRd6q1HLwQQgghRG2RZEQIIYQQDiXJiBBCCCEcSpIRIYQQQjiUyyYjK1euJCoqCo1GQ8+ePTl06FCFdY8dO8Zf//pXoqKiUCgULF++vP4CdQH2nOs1a9bQr18/AgMDCQwMZNCgQZXWF7bsOddbtmyhe/fuBAQE4O3tTVxcHO+//349Ruu87DnP19q0aRMKhYJhw4bVbYAuxJ5zvX79ehQKhc1Loym7F4won72/17m5uUyaNImwsDA8PDyIjY3lyy+/rJvgqrInjbPZtGmTRa1WW9auXWs5duyYZdy4cZaAgABLenp6ufUPHTpkiY+Pt3z00UeW0NBQy+uvv16/ATsxe8/13//+d8vKlSstR44csZw4ccIyZswYi7+/v+XSpUv1HLnzsfdc79q1y7JlyxbL8ePHLWfOnLEsX77c4ubmZtm+fXs9R+5c7D3PVyUlJVkiIiIs/fr1swwdOrR+gnVy9p7rdevWWfz8/CypqanWV1paWj1H7ZzsPdcGg8HSvXt3yz333GPZt2+fJSkpybJ7925LYmJincTnkslIjx49LJMmTbK+LykpsYSHh1sWLlx4w7YtW7aUZMQONTnXFovFUlxcbPH19bVs2LChrkJ0GTU91xaLxdK1a1fLiy++WBfhuYzqnOfi4mJLnz59LO+9955l9OjRkoxUkb3net26dRZ/f/96is612HuuV61aZYmOjrYYjcZ6ic/lbtMYjUYOHz7MoEGDrGVKpZJBgwZx8OBBB0bmemrjXOt0OkwmE0FBQXUVpkuo6bm2WCwkJCRw8uRJbrvttroM1alV9zzPmzePkJAQHn/88foI0yVU91xrtVpatmxJZGQkQ4cO5dixY/URrlOrzrn+7LPP6N27N5MmTaJZs2Z06tSJBQsWUFJSUicxulwykpWVRUlJiXVF2KuaNWtGWlqag6JyTbVxrp977jnCw8Nt/icRZVX3XOfl5eHj44NarWbIkCG8+eab3HHHHXUdrtOqznnet28f//rXv1izZk19hOgyqnOu27Zty9q1a9m2bRsffPABZrOZPn36cOnSpfoI2WlV51yfO3eOTz75hJKSEr788kteeuklli5dyssvv1wnMdq9HLwQtWXRokVs2rSJ3bt3yyS0OuLr60tiYiJarZaEhASmTZtGdHQ0AwYMcHRoLqGgoIBHH32UNWvWEBwc7OhwXF7v3r1tNlnt06cP7du355133mH+/PkOjMz1mM1mQkJCePfdd3Fzc6Nbt25cvnyZxYsXM3v27Fofz+WSkeDgYNzc3EhPT7cpT09PJzQ01EFRuaaanOslS5awaNEidu7cSefOnesyTJdQ3XOtVCpp3bo1AHFxcZw4cYKFCxdKMlIBe8/z2bNnOX/+PPfdd5+1zGw2A+Du7s7JkyeJiYmp26CdVG38Xa1SqejatStnzpypixBdRnXOdVhYGCqVCjc3N2tZ+/btSUtLw2g0olarazVGl7tNo1ar6datGwkJCdYys9lMQkKCTUYtaq665/q1115j/vz5bN++ne7du9dHqE6vtn6vzWYzBoOhLkJ0Cfae53bt2nH06FESExOtr/vvv5+BAweSmJhIZGRkfYbvVGrjd7qkpISjR48SFhZWV2G6hOqc6759+3LmzBlrcg1w6tQpwsLCaj0RAVz30V4PDw/L+vXrLcePH7eMHz/eEhAQYH0E7NFHH7XMmDHDWt9gMFiOHDliOXLkiCUsLMwSHx9vOXLkiOX06dOO+ghOw95zvWjRIotarbZ88sknNo/nFRQUOOojOA17z/WCBQssX3/9teXs2bOW48ePW5YsWWJxd3e3rFmzxlEfwSnYe56vJ0/TVJ2953ru3LmWHTt2WM6ePWs5fPiw5ZFHHrFoNBrLsWPHHPURnIa95zo5Odni6+trmTx5suXkyZOWzz//3BISEmJ5+eWX6yQ+l0xGLBaL5c0337S0aNHColarLT169LB8//331mP9+/e3jB492vo+KSnJApR59e/fv/4Dd0L2nOuWLVuWe65nz55d/4E7IXvO9QsvvGBp3bq1RaPRWAIDAy29e/e2bNq0yQFROx97zvP1JBmxjz3neurUqda6zZo1s9xzzz2Wn3/+2QFROyd7f68PHDhg6dmzp8XDw8MSHR1teeWVVyzFxcV1EpvCYrFYav96ixBCCCFE1bjcnBEhhBBCOBdJRoQQQgjhUJKMCCGEEMKhJBkRQgghhENJMiKEEEIIh5JkRAghhBAOJcmIEEIIIRxKkhEhhBBCOJQkI0IIIYRwKElGhBBCCOFQkowIIYQQwqEkGRFCCCGEQ/0/Stn2Kp5xaJkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regionName = [\"NW\", \"NE\", \"Franklin\",\"Hamilton\", \"N-Lorain\",\"Delaware\", \"Dayton\",  \"SE\", \"Mahoning\",   \"Lake\"]\n",
    "for i, rName in enumerate(rNames):\n",
    "    if np.sum(rWts[i]) > 0:\n",
    "        rID = str(rName)+\"-\"+regionName[rName]\n",
    "        plt.hist(rLeans[i], weights = rWts[i]/np.sum(rWts[i]), label = rID, histtype=\"step\")\n",
    "print(\"frequency of district GOP lean by region for Ohio rule set\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "00caa369-234a-42ce-9284-eac586c2ea9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Comparison: visualizing competition by region for no rule set\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print(\"Comparison: visualizing competition by region for no rule set\")\n",
    "#leanMin, leanMax = 0.0, 0.6  #same as above\n",
    "fileDF0 = pd.read_csv(\"./2025_nosplit_output/\"+inFiles[0]+\".csv\")\n",
    "fileLeanAvg0 = fileDF0[\"LeanAvg\"]\n",
    "fileResp0 = fileDF0[\"resp\"]\n",
    "fileHDwt0 = fileDF0[\"HDweight\"]\n",
    "\n",
    "#rNames = list()\n",
    "#for rName in regionNo:\n",
    "#    if rName not in rNames:\n",
    "#        rNames.append(rName)\n",
    "#nRegions = len(rNames)\n",
    "rLeans0, rWts0 = [list() for rName in rNames], [list() for rName in rNames]\n",
    "for i, wt in enumerate(fileHDwt0):\n",
    "    if wt > 0:\n",
    "        if fileLeanAvg0[i] > leanMin and fileLeanAvg0[i] < leanMax:\n",
    "            c = countyNo[i]\n",
    "            for rNo, rClist in enumerate(regionCounties):\n",
    "                if c in rClist:\n",
    "                    rLeans0[rNo].append(fileLeanAvg0[i])\n",
    "                    rWts0[rNo].append(wt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "f62c1389-8f4d-42d6-b6fe-56d053225685",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " frequency of blue + purple by region, no split constraints\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in [8,6,1,0,5,4,7,9]:\n",
    "    plt.hist(rLeans0[i], weights = rWts0[i]/np.sum(rWts0[i]), label = i, histtype=\"step\")\n",
    "FrankHamLeans0, FrankHamWts0 = rLeans0[2] + rLeans0[3], rWts0[2] + rWts0[3]\n",
    "plt.hist(FrankHamLeans0, weights = FrankHamWts0/np.sum(FrankHamWts0), label = \"FrankHam\", histtype=\"step\") \n",
    "plt.legend()\n",
    "print(\" frequency of blue + purple by region, no split constraints\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "45dd94b9-c7c4-425d-9a33-7001524ebdbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now overlaying by region\n",
      "region Mahoning\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region Dayton\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region NE\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region NW\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region Delaware\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region N-Lorain\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region SE\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region Lake\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region FrankHam\n"
     ]
    },
    {
     "data": {
      "image/png": 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+sMnY93mlbw119c+WLvLp3n8YRk7kmT9Ndr6f398UmGNGAsRll13W8t+9e/dWZGSkjh8/Lknau3evxo4dq5CQcwdSVVdX64svvtDll1/eavvll1+uf/7zn+2eIyEhQZJ0/PhxXXzxxbrvvvt099136+2331ZmZqZuvPHGVvu3Z+TIkeds27Ztm3Jzc/Xvf/9b1dXVOn36tE6dOqW6ujo5HI4220lOTlafPn1a1Xf28xcUFKiurk7jx49vdUxjY6NGjBghSTpw4IDS0tJavZ+env6d9QMIPMyc2r0RRiwSFBQkwzBabWtqamr19beDhs1mk9vtliTTBnt+8xw2m02SWs5x5513asKECdq8ebPefvtt5ebmavny5br33nvP22bv3r1bfX306FFdd911uvvuu/XYY4+pb9++2rFjh+644w41Nja2G0bO9/nPjjfZvHmzkpKSWu1ntzO4DAgUZjySW3z0EDOndnOEEYsMGDBAX375ZcvX1dXVKiws7PDxl112mV588UU1NTWd80M7MjJSiYmJev/99zVu3LiW7e+//75Gjx7tUZ1Op1MzZszQjBkzlJ2drTVr1ujee+9teUKmufm7H5XbvXu33G63li9frqCgM8OU/vSnP3lUx7cNHTpUdrtdx44da/UZv2nIkCHnDPr98MMPfTovgK5j5iO5E+wNqrh6lfpeMMy3ophTqlMQRizyox/9SOvWrdOkSZMUHR2thQsXKjg4uMPHz5o1S0899ZR+8YtfKDs7W1FRUfrwww81evRoXXTRRZo3b55ycnL0/e9/Xy6XSy+88IL27t2rl19+ucPnmD17tq655hoNHjxYJ06c0LvvvqshQ4ZIkgYOHCibzaZNmzZp4sSJCg8PV0RE25c/U1JS1NTUpKeeekqTJk1qNbDVW3369NHcuXM1Z84cud1uXXHFFaqqqtL777+vyMhITZs2TTNmzNDy5cs1b9483Xnnndq9e7fWrVvn03kBdB2zH8nte8EwZk7tpgI7jHTV/T0vzpOdna3CwkJdd911ioqK0pIlSzy6MtKvXz+98847mjdvnsaNG6fg4GC5XK6WcSL33Xefqqqq9J//+Z86fvy4hg4dqjfffFOpqakdPkdzc7Nmzpypzz//XJGRkbr66qv15JNPSpKSkpK0ePFizZ8/X9OnT9fUqVPb/UE/fPhwrVixQo8//riys7N15ZVXKjc3V1OnTu1wLW1ZsmSJBgwYoNzcXB05ckTR0dH6wQ9+oAcffFCSdMEFF+gvf/mL5syZo6eeekqjR4/W0qVLdfvtt/t0XgBd6+wjuV7zZZwIuoTN+PbAhW6ourpaUVFRqqqqUmRkZKv3Tp06pcLCQg0aNEhhYWFnNjIDK3zQ5vcUgC73v8VVuu6pHdp07xW+hZEv9krPjpN+9R5XRtpQ8M8dStl4rQqu36yU4VeY2vb5fn5/U2BeGYl2ngkGrE0DAEC3F5hhRDoTDAgHAAB0e4EbRgAAljHjkdyC4zXMD9JDEEYAAKYy65HcRJUzP0gPQRgBAJjKvEdy950JImaswM64vm4tYMKIHzwUBD/B9xJgDtMeyT27AjsClt+v2nt2orDGRt/uTQJn1dWdeSS8rXV/AADm8/srI7169ZLD4VBZWZlCQkJaphsHPGUYhurq6nT8+HFFR0d7NCMuAMB7fh9GbDabEhISVFhYqM8++8zqchAAoqOjFR8fb3UZANBj+H0YkaTQ0FClpqZyqwY+CwkJ4YoIAHSxgAgjkhQUFMTU3QAA+CEGWAAAAEsRRgAAgKUIIwAAwFIBM2YEANB9sKYMPEEYAQCYKqSmmDVl4BHCCADAVMGnKuSwNagoY6WcqS7fGmNNmR6BMAIAaFFcWa8Ttb7N2VRWUa8USQ3RKawpgw4hjAAAJJ0JIpnL31N9U7NP7VxiK1SGXYoMZ30ndAxhBAAgSTpR26j6pmblTXEpJdb7gadh5VHSRik2wm5idQhkhBEAQCspsREalhTlfQO+PEGDHol5RgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALMWjvQCAFixwBysQRgAAkljgDtYhjAAAJLHAHaxDGAGAAMACd/BnhBEA8HMscAd/RxgBAD/HAnfwd4QRAAgQLHAHf8U8IwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALOVVGFm1apWSk5MVFhamtLQ07dq167z75+Xl6aKLLlJ4eLicTqfmzJmjU6dOeVUwAAAILB6HkQ0bNigrK0s5OTnas2ePhg8frgkTJuj48eNt7v/KK69o/vz5ysnJ0YEDB/T8889rw4YNevDBB30uHgAA+D+Pw8iKFSt01113afr06Ro6dKhWr14th8OhtWvXtrn/Bx98oMsvv1w333yzkpOT9eMf/1g33XTTd15NAQAAPYNHYaSxsVG7d+9WZmbm1w0EBSkzM1M7d+5s85gxY8Zo9+7dLeHjyJEj2rJliyZOnNjueRoaGlRdXd3qBQAAApNHM7CWl5erublZcXFxrbbHxcXp3//+d5vH3HzzzSovL9cVV1whwzB0+vRpzZgx47y3aXJzc7V48WJPSgMAAH6q06eD3759u5YuXapnnnlGaWlpKigo0P33368lS5bo4YcfbvOY7OxsZWVltXxdXV0tp5OlqAEEHjNW2y04XmNSNYA1PAoj/fv3V3BwsEpLS1ttLy0tVXx8fJvHPPzww7r11lt15513SpIuvfRS1dbW6le/+pUeeughBQWde6fIbrfLbmehJgCBzazVdiUpPCRYMb1DTagK6HoehZHQ0FCNHDlS+fn5mjx5siTJ7XYrPz9fs2bNavOYurq6cwJHcHCwJMkwDC9KBoDAYNZqu5LUv/m44usOSnU+NFJ+yKcaAG95fJsmKytL06ZN06hRozR69Gjl5eWptrZW06dPlyRNnTpVSUlJys3NlSRNmjRJK1as0IgRI1pu0zz88MOaNGlSSygBgJ7M59V2K4ukVVdKTb4kkf8X4pAc/XxvB/CAx2FkypQpKisr08KFC1VSUiKXy6WtW7e2DGo9duxYqyshCxYskM1m04IFC1RcXKwBAwZo0qRJeuyxx8z7FADQk9V9dSaI3LBG6j/Yt7Yc/aRoxuiha3k1gHXWrFnt3pbZvn176xP06qWcnBzl5OR4cyoAQEf1HywluqyuAvAYa9MAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCmvFsoDAJgjUeUKK98n2SK8b6T8kHkFARYgjACARUJqirXNPk+OjQ0mNOaQHP18bwewAGEEACwSfKpCDluDijJWypnq8q0xRz8p2mlKXUBXI4wAgBeKK+t1orbRpzbKKuqVIqkhOkVKdJlSF+CPCCMA4KHiynplLn9P9U3NPrVzia1QGXYpMjzEpMoA/0QYAQAPnahtVH1Ts/KmuJQS6/3A07DyKGmjFBthN7E6wP8QRgDASymxERqWFOV9A748QQMEEOYZAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBSLJQHAF5IVLnCyvf5tthd+SHzCgL8GGEEADwUUlOsbfZ5cmxsMKExh+To53s7gB8jjADoUYor63WittGnNsq+KNZFtgYVZayUM9XlW0GOflK007c2AD9HGAHQYxRX1itz+Xuqb2r2qZ1LbIXKsEv2hCFSosuc4oAejDACoMc4Uduo+qZm5U1xKSXW+7EeYeVR0kYpNsJuYnVAz0UYAdDjpMRGaFhSlPcN+DJoFcA5eLQXAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsFQvqwsAgK6UqHKFle+TbBHeN1J+yLyCABBGAPQcITXF2mafJ8fGBhMac0iOfr63A4AwAqDnCD5VIYetQUUZK+VMdfnWmKOfFO00pS6gpyOMAOhxGqJTpESX1WUA+H8MYAUAAJYijAAAAEt5FUZWrVql5ORkhYWFKS0tTbt27Trv/pWVlZo5c6YSEhJkt9s1ePBgbdmyxauCAQBAYPF4zMiGDRuUlZWl1atXKy0tTXl5eZowYYIOHjyo2NjYc/ZvbGzU+PHjFRsbq9dee01JSUn67LPPFB0dbUb9AADAz3kcRlasWKG77rpL06dPlyStXr1amzdv1tq1azV//vxz9l+7dq0qKir0wQcfKCQkRJKUnJzsW9UAACBgeHSbprGxUbt371ZmZubXDQQFKTMzUzt37mzzmDfffFPp6emaOXOm4uLiNGzYMC1dulTNzc3tnqehoUHV1dWtXgAAIDB5FEbKy8vV3NysuLi4Vtvj4uJUUlLS5jFHjhzRa6+9pubmZm3ZskUPP/ywli9frkcffbTd8+Tm5ioqKqrl5XTyLD8AAIGq05+mcbvdio2N1bPPPquRI0dqypQpeuihh7R69ep2j8nOzlZVVVXLq6ioqLPLBAAAFvFozEj//v0VHBys0tLSVttLS0sVHx/f5jEJCQkKCQlRcHBwy7YhQ4aopKREjY2NCg0NPecYu90uu93uSWkAAMBPeXRlJDQ0VCNHjlR+fn7LNrfbrfz8fKWnp7d5zOWXX66CggK53e6WbYcOHVJCQkKbQQQAAPQsHt+mycrK0po1a/Tiiy/qwIEDuvvuu1VbW9vydM3UqVOVnZ3dsv/dd9+tiooK3X///Tp06JA2b96spUuXaubMmeZ9CgAA4Lc8frR3ypQpKisr08KFC1VSUiKXy6WtW7e2DGo9duyYgoK+zjhOp1NvvfWW5syZo8suu0xJSUm6//779cADD5j3KQAAgN/yaqG8WbNmadasWW2+t3379nO2paen68MPP/TmVAAAIMCxNg0AALCUV1dGAKCrFVfW60Rto09tlFXUK8WkegCYhzACoNsrrqxX5vL3VN/U/szNHXGJrVAZdikyPMSkygCYgTACoNs7Uduo+qZm5U1xKSU2wut2wsqjpI1SbATzGAHdCWEEgN9IiY3QsKQo7xuweR9kAHQewggAv5CocoWV7/MtUJQfMq8gAKYhjADo9kJqirXNPk+OjQ0mNOaQHP18bweAaQgjALq94FMVctgaVJSxUs5Ul2+NOfpJ0awEDnQnhBEAfqMhOkVKdFldBgCTMekZAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEuxai+ATlVcWa8TtY0+tVFWUa8Uk+oB0P0QRgB0muLKemUuf0/1Tc0+tXOJrVAZdikyPMSkygB0J4QRAJ3mRG2j6pualTfFpZTYCK/bCSuPkjZKsRF2E6sD0F0QRgB0qkSVa1hQoVJs3ocR2b4wryAA3Q5hBECnCakp1jb7PDk2NpjQmENy9PO9HQDdDmEEQKcJPlUhh61BRRkr5Ux1+daYo58U7TSlLgDdC2EEQKdriE6REl1WlwGgm2KeEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALBUL6sLANBNVRZJdV/51IS9ssCkYgAEMsIIgHNVFsn99A8VdLrep2ackuoMu5rD+ppTF4CARBgBcI7jx79Q7Ol63d94jwqMJJ/aqu8VrZfiBplUGYBARBgBcI7q+ibFSpo8/kcaMHi0T23F9A5VUnS4OYUBCEiEEQDtcvYNV0pSlNVlAAhwPE0DAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALCUV2Fk1apVSk5OVlhYmNLS0rRr164OHbd+/XrZbDZNnjzZm9MCAIAA5HEY2bBhg7KyspSTk6M9e/Zo+PDhmjBhgo4fP37e444ePaq5c+dq7NixXhcLAAACj8dhZMWKFbrrrrs0ffp0DR06VKtXr5bD4dDatWvbPaa5uVm33HKLFi9erAsvvNCnggEAQGDxKIw0NjZq9+7dyszM/LqBoCBlZmZq586d7R73yCOPKDY2VnfccUeHztPQ0KDq6upWLwAAEJg8CiPl5eVqbm5WXFxcq+1xcXEqKSlp85gdO3bo+eef15o1azp8ntzcXEVFRbW8nE6nJ2UCAAA/0qlP05w8eVK33nqr1qxZo/79+3f4uOzsbFVVVbW8ioqKOrFKAABgJY9W7e3fv7+Cg4NVWlraantpaani4+PP2f/w4cM6evSoJk2a1LLN7XafOXGvXjp48KC+//3vn3Oc3W6X3W73pDQAZ1UWSXVf+dSEvbLApGIA4Lt5FEZCQ0M1cuRI5efntzye63a7lZ+fr1mzZp2z/8UXX6x9+/a12rZgwQKdPHlSK1eu5PYLYLbKImnVaKmpzqdmnJLqDLuaw/qaUxcAnIdHYUSSsrKyNG3aNI0aNUqjR49WXl6eamtrNX36dEnS1KlTlZSUpNzcXIWFhWnYsGGtjo+Ojpakc7YDMEHdV2eCyA1rpP6DvW6moKxGU189rGcjkkwsDgDa5nEYmTJlisrKyrRw4UKVlJTI5XJp69atLYNajx07pqAgJnYFLNV/sJTo8vrwU0aVvlCVefUAwHl4HEYkadasWW3elpGk7du3n/fYdevWeXNKAAAQoLwKIwC6t4KyGp0yvL+yUXC8xsRqAOD8CCNAADle06BYSfev36v9PoQRSQoPCVZM71BzCgOA8yCMAAGkur5JsZLm/vgiDRg82qe2YnqHKik63JzCAOA8CCNAAHL2DVdKUpTVZQBAh/DYCwAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLsWov0F1UFkl1X/nUhL2ywKRiAKDrEEaA7qCySFo1Wmqq86kZp6Q6w67msL7m1AUAXYAwAnQHdV9JTXUqyliphugUr5spqqjXQ299oWcjkkwsDgA6F2EE6AaO1zQoVtKMrTXab1T51FZ4SJxieoeaUxgAdAHCCNANVNc3KVbS3B9fpAGDR/vUVkzvUCVFh5tTGAB0AcII0I04+4YrJSnK6jIAoEvxaC8AALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAAS7FqL+CryiKp7iufmrBXFphUDAD4H8II4IvKImnVaKmpzqdmnJLqDLuaw/qaUxcA+BHCCOCLuq/OBJEb1kj9B3vdTEFZjaa+eljPRiSZWBwA+AfCCGCCAiNRp4xB3h/vrtEXqjKxIgDwH4QRwAfHaxoUK+n+9Xu13/AtTISHBCumd6g5hQGAHyGMAD6orm9SrKS5P75IAwaP9qmtmN6hSooON6cwAPAjhBHABM6+4UpJirK6DADwS8wzAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWYjp49Fglxz5VzYlSn9qo/Ox/TaoGAHouwgh6pJJjnyry+csVb2vwua06w66ImDgTqgKAnokwgh6p5kSp4m0N+ugHjyt64DCf2oqIiVP8BakmVQYAPQ9hBD1a9MBhShl+hdVlAECPxgBWAABgKcIIAACwFGEEAABYyqswsmrVKiUnJyssLExpaWnatWtXu/uuWbNGY8eOVUxMjGJiYpSZmXne/QEAQM/icRjZsGGDsrKylJOToz179mj48OGaMGGCjh8/3ub+27dv10033aR3331XO3fulNPp1I9//GMVFxf7XDwAAPB/HoeRFStW6K677tL06dM1dOhQrV69Wg6HQ2vXrm1z/5dffln33HOPXC6XLr74Yj333HNyu93Kz8/3uXgAAOD/PAojjY2N2r17tzIzM79uIChImZmZ2rlzZ4faqKurU1NTk/r27dvuPg0NDaqurm71AgAAgcmjMFJeXq7m5mbFxbWebTIuLk4lJSUdauOBBx5QYmJiq0Dzbbm5uYqKimp5OZ1OT8oEAAB+pEufplm2bJnWr1+vjRs3KiwsrN39srOzVVVV1fIqKirqwioBAEBX8mgG1v79+ys4OFilpa0XFystLVV8fPx5j33iiSe0bNkybdu2TZdddtl597Xb7bLb7Z6UBgAA/JRHV0ZCQ0M1cuTIVoNPzw5GTU9Pb/e43/zmN1qyZIm2bt2qUaNGeV8tAAAIOB6vTZOVlaVp06Zp1KhRGj16tPLy8lRbW6vp06dLkqZOnaqkpCTl5uZKkh5//HEtXLhQr7zyipKTk1vGlkRERCgiIsLEjwIAAPyRx2FkypQpKisr08KFC1VSUiKXy6WtW7e2DGo9duyYgoK+vuDyu9/9To2NjfrZz37Wqp2cnBwtWrTIt+rR4xRX1utEbaPP7ZRV1CvFhHoAAL7zatXeWbNmadasWW2+t3379lZfHz161JtTAOcorqxX5vL3VN/U7HNbl9gKlWGXIsNDTKgMAOALr8IIYIUTtY2qb2pW3hSXUmJ9u8UXVh4lbZRiIxgoDQBWI4zA76TERmhYUpRvjdgYrwQA3QWr9gIAAEtxZQR+JVHlCivf5/uVjfJD5hQEAPAZYQR+I6SmWNvs8+TY2GBSgw7J0c+ctgAAXiOMwG8En6qQw9agooyVcqa6fG/Q0U+KZt0jALAaYQR+pyE6RUp0WV0GAMAkhBF0CTMmK2OiMgAITIQRdDqzJitjojIACEyEEXQ6syYrY6IyAAhMhBF0GZ8nK2OiMgAISEx6BgAALEUYAQAAliKMAAAASzFmBF3ClGncmcIdAAISYQSdztRp3JnCHQACDmEEnc7UadyZwh0AAg5hBF2GadwBAG1hACsAALAUYQQAAFiKMAIAACzFmBGcF6vtAgA6G2EE7WK1XQBAVyCMoF2stgsA6AqEEXwnVtsFAHQmBrACAABLcWUE58WaMgCAzkYYQbtYUwYA0BUII2gXa8oAALoCYQTfiTVlAACdiQGsAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACW4tHeAFVcWa8TtY0+tVFWUa8Uk+oBAKA9hJEAVFxZr8zl76m+qdmndi6xFSrDLkWGh5hUGQAA5yKMBKATtY2qb2pW3hSXUmK9X1MmrDxK2ijFRthNrA4AgNYIIwEsJTZCw5KivG/Al8XxAADoIAawAgAAS3FlJEAlqlxh5ft8u7pRfsi8ggAAaAdhJACF1BRrm32eHBsbTGjMcWbFXQAAOglhJAAFn6qQw9agooyVcqa6fGvM0U+KdppSFwAAbSGMBLCG6BQp0WV1GQAAnBcDWAEAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIqnaboZVtsFAPQ0hJFuhNV2AQA9EWGkG2G1XQBAT0QY6WYSVa5hQYVK8WVNGdsX5hUEAEAnI4x0I6wpAwDoiQgj3QhrygAAeiLCSDfEmjIAgJ6EeUYAAIClCCMAAMBSXoWRVatWKTk5WWFhYUpLS9OuXbvOu/+f//xnXXzxxQoLC9Oll16qLVu2eFUsAAAIPB6PGdmwYYOysrK0evVqpaWlKS8vTxMmTNDBgwcVGxt7zv4ffPCBbrrpJuXm5uq6667TK6+8osmTJ2vPnj0aNmyYKR+iO2DmVAAAvGMzDMPw5IC0tDT98Ic/1NNPPy1JcrvdcjqduvfeezV//vxz9p8yZYpqa2u1adOmlm3/8R//IZfLpdWrV3fonNXV1YqKilJVVZUiIyM9KbdLmDlz6mb7Qzp+89uKHZxmUnUAALSv4J87lLLxWhVcv1kpw68wte2O/vz26MpIY2Ojdu/erezs7JZtQUFByszM1M6dO9s8ZufOncrKymq1bcKECXrjjTfaPU9DQ4MaGr6ea6OqqkrSmQ9ltq++PKbK8mKf2ig+US9n7ae670epSooJ97ode1Wwqv9hKMxo6pTPCgDAt52sqVV1g3HmT5N/9pxt77uue3gURsrLy9Xc3Ky4uLhW2+Pi4vTvf/+7zWNKSkra3L+kpKTd8+Tm5mrx4sXnbHc6u/e8GX970qSGlo01qSEAADpo2dWd1vTJkycVFRXV7vvdcp6R7OzsVldT3G63Kioq1K9fP9lsNtPOU11dLafTqaKiom55+ydQ0M9dh77uGvRz16Cfu0Zn9rNhGDp58qQSExPPu59HYaR///4KDg5WaWlpq+2lpaWKj49v85j4+HiP9pcku90uu731Im/R0dGelOqRyMhIvtG7AP3cdejrrkE/dw36uWt0Vj+f74rIWR492hsaGqqRI0cqPz+/ZZvb7VZ+fr7S09PbPCY9Pb3V/pL0t7/9rd39AQBAz+LxbZqsrCxNmzZNo0aN0ujRo5WXl6fa2lpNnz5dkjR16lQlJSUpNzdXknT//fdr3LhxWr58ua699lqtX79eH330kZ599llzPwkAAPBLHoeRKVOmqKysTAsXLlRJSYlcLpe2bt3aMkj12LFjCgr6+oLLmDFj9Morr2jBggV68MEHlZqaqjfeeKNbzDFit9uVk5Nzzi0hmIt+7jr0ddegn7sG/dw1ukM/ezzPCAAAgJlYmwYAAFiKMAIAACxFGAEAAJYijAAAAEsFfBhZtWqVkpOTFRYWprS0NO3atavdfffv368bb7xRycnJstlsysvL67pC/Zwn/bxmzRqNHTtWMTExiomJUWZm5nn3R2ue9PXrr7+uUaNGKTo6Wr1795bL5dJLL73UhdX6L0/6+ZvWr18vm82myZMnd26BAcKTfl63bp1sNlurV1hYWBdW6788/X6urKzUzJkzlZCQILvdrsGDB2vLli2dV6ARwNavX2+EhoYaa9euNfbv32/cddddRnR0tFFaWtrm/rt27TLmzp1rvPrqq0Z8fLzx5JNPdm3BfsrTfr755puNVatWGR9//LFx4MAB47bbbjOioqKMzz//vIsr9z+e9vW7775rvP7668Ynn3xiFBQUGHl5eUZwcLCxdevWLq7cv3jaz2cVFhYaSUlJxtixY42f/vSnXVOsH/O0n1944QUjMjLS+PLLL1teJSUlXVy1//G0nxsaGoxRo0YZEydONHbs2GEUFhYa27dvN/bu3dtpNQZ0GBk9erQxc+bMlq+bm5uNxMREIzc39zuPHThwIGGkg3zpZ8MwjNOnTxt9+vQxXnzxxc4qMWD42teGYRgjRowwFixY0BnlBQxv+vn06dPGmDFjjOeee86YNm0aYaQDPO3nF154wYiKiuqi6gKHp/38u9/9zrjwwguNxsbGrirRCNjbNI2Njdq9e7cyMzNbtgUFBSkzM1M7d+60sLLAYkY/19XVqampSX379u2sMgOCr31tGIby8/N18OBBXXnllZ1Zql/ztp8feeQRxcbG6o477uiKMv2et/1cU1OjgQMHyul06qc//an279/fFeX6LW/6+c0331R6erpmzpypuLg4DRs2TEuXLlVzc3On1RmwYaS8vFzNzc0tM8OeFRcXp5KSEouqCjxm9PMDDzygxMTEVv+z4Fze9nVVVZUiIiIUGhqqa6+9Vk899ZTGjx/f2eX6LW/6eceOHXr++ee1Zs2arigxIHjTzxdddJHWrl2r//7v/9Yf//hHud1ujRkzRp9//nlXlOyXvOnnI0eO6LXXXlNzc7O2bNmihx9+WMuXL9ejjz7aaXV6PB08YKZly5Zp/fr12r59OwPROkmfPn20d+9e1dTUKD8/X1lZWbrwwgt11VVXWV1aQDh58qRuvfVWrVmzRv3797e6nICWnp7eapHVMWPGaMiQIfr973+vJUuWWFhZYHG73YqNjdWzzz6r4OBgjRw5UsXFxfrtb3+rnJycTjlnwIaR/v37Kzg4WKWlpa22l5aWKj4+3qKqAo8v/fzEE09o2bJl2rZtmy677LLOLDMgeNvXQUFBSklJkSS5XC4dOHBAubm5hJF2eNrPhw8f1tGjRzVp0qSWbW63W5LUq1cvHTx4UN///vc7t2g/ZMa/0SEhIRoxYoQKCgo6o8SA4E0/JyQkKCQkRMHBwS3bhgwZopKSEjU2Nio0NNT0OgP2Nk1oaKhGjhyp/Pz8lm1ut1v5+fmtkjV8420//+Y3v9GSJUu0detWjRo1qitK9XtmfU+73W41NDR0RokBwdN+vvjii7Vv3z7t3bu35fWTn/xEGRkZ2rt3r5xOZ1eW7zfM+H5ubm7Wvn37lJCQ0Fll+j1v+vnyyy9XQUFBS6iWpEOHDikhIaFTgoikwH+01263G+vWrTM++eQT41e/+pURHR3d8ijYrbfeasyfP79l/4aGBuPjjz82Pv74YyMhIcGYO3eu8fHHHxuffvqpVR/BL3jaz8uWLTNCQ0ON1157rdUjeidPnrTqI/gNT/t66dKlxttvv20cPnzY+OSTT4wnnnjC6NWrl7FmzRqrPoJf8LSfv42naTrG035evHix8dZbbxmHDx82du/ebfziF78wwsLCjP3791v1EfyCp/187Ngxo0+fPsasWbOMgwcPGps2bTJiY2ONRx99tNNqDOgwYhiG8dRTTxkXXHCBERoaaowePdr48MMPW94bN26cMW3atJavCwsLDUnnvMaNG9f1hfsZT/p54MCBbfZzTk5O1xfuhzzp64ceeshISUkxwsLCjJiYGCM9Pd1Yv369BVX7H0/6+dsIIx3nST/Pnj27Zd+4uDhj4sSJxp49eyyo2v94+v38wQcfGGlpaYbdbjcuvPBC47HHHjNOnz7dafXZDMMwOueaCwAAwHcL2DEjAADAPxBGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGCp/wOxA60QU6reygAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now overlaying by region\")\n",
    "for i, rName in enumerate(rNames):\n",
    "    if np.sum(rWts[i]) > 0 and rName != \"FrankHam\":\n",
    "        \n",
    "        print(\"region\",regionName[int(rName)] )\n",
    "        plt.hist(rLeans[i], weights = rWts[i]/np.sum(rWts[i]), label = \"OH rule set\", histtype=\"step\",bins=np.linspace(0.1,0.6,26),\n",
    "                cumulative=\"True\")\n",
    "        j = int(rName)\n",
    "        plt.hist(rLeans0[j], weights = rWts0[j]/np.sum(rWts0[j]), label = \"unconstrained\", histtype=\"step\",bins=np.linspace(0.1,0.6,26),\n",
    "                cumulative=\"True\")\n",
    "\n",
    "    if rName == \"FrankHam\":\n",
    "        \n",
    "        print(\"region\",rName)\n",
    "        plt.hist(rLeans[i], weights = rWts[i]/np.sum(rWts[i]), label = \"OH rule set\", histtype=\"step\",bins=np.linspace(0.1,0.6,26),\n",
    "                cumulative=\"True\")\n",
    "        plt.hist(FrankHamLeans0, weights = FrankHamWts0/np.sum(FrankHamWts0), label = \"unconstrained\", histtype=\"step\",\n",
    "                 bins=np.linspace(0.1,0.6,26),cumulative=\"True\")\n",
    "    plt.legend()\n",
    "    if np.sum(rWts[i]) > 0:\n",
    "        plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d2b57f0-ccb5-4af2-93e9-0282c0b31501",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ea9418f-892a-4262-8b11-ba9f4d8bf31b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e1aafe45-ff9f-4bc1-bf73-cb89d1c34d09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "refreshing the VTD = unitDems and Reps, legislative based on Trump2020 ...\n",
      "Lets import the vtd - unit topology \n",
      "building the muni geometries, then plot the ones bigger than a single vtd ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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6np1g8SwY/2UAhk0pYPZFw3n7R2+R4z/E6MYO8n0hBE3j5Pfe5y/f1sut3LyGyg3riWkCd051sKQkk3HvbCZDE9hj1whYBOjhRXwwU+KFCgYUWDRNRdP0585i7ath6Ynii4IbVCMybioEw7tYEP97wukfTQRN++8XwbxeL9nZ2Xg8HrKysj7r5ph8hii+KE2/WtvvsT3da4mqEToiDTSF63lk+Nf7LffiD09lbo570HPdsbeOZxt1z4EHrb8iL7qp13GXYxzR6uvYtlRENNKyn7Hs24zfs/tILumoocVUwvs6cYzPRxhEpWxi8t9AcPse2h/6M4GPliX2qYIF23OLGTm9CFEU6KzpoOH8BUhKGCUP5CKNiCSx0jKcnpYoGgKjTriZb8wpTnm+wojKMCTW2zWGtse4fkVb/MO90DQQNAFB1rWYIy64k4wcjLw9IoIgIiCC8RrxdaBaA2TXn0J5+7f1dhlNE4Tk+3+NfJyxrkUANEjjABENEQ0B1TCN1QQRj6wRxkGs6Gv8fNIpn/T2/kc4kvHb1LAcJzxZ38aa7gCypvX6i6kaigaxHvvGZzh4eEIlomAOOn3o0XFknzccz3tJa/xxOXN6FW0lzKv0XYvOjaUnw8/PzUwILPbo3l7HGlYX0b5TQ1OeB8GBPftrCGoXB2+5gPEp6ntl3yvcv+5+JuZP5Bcn/4LKrPRDdqeDYBVxTiwYvKCJyXGO4ovS/uxKOh/8Vp9jIUc+E2cmhY5IYzOxaUFab+qZtlhmRfBc9kXGIqkyrQVloKkM9yef/Ukh+FJ+DpMKM7EjMKIsE6fDymMrd7A+KqMIAkKkf81Jz55ZFWLIKMRintQXZCg8rcEi5NZQymJjJy9KvB+i7Eldn0F7uAw4vgWWI8EUWI4DvLLCj/c3pF1+TyDM7cNLGOkaWM34/5F4zg4A97whMNKG56G9/Zb9Lg6+gI0r8Sf2jc1wUJ6VXgTJi4py2Jg1gWyLxKHd82hrex+AOXMW8tjfbwdF7yB9zihvTP09XRlNAPz51a00B5oBOH/4+Xx54pfpDHfyi9W/AGBT6yYufeNSLht9GTdNuolSd2k/Zzcx+f9HKKrw0jt7OXltOzZvKwgiaMkorIpoZcTTT/T6jMf/MV29hBWdWlclHRnJaLMIIlU9wox8cO4UxH6WXtzZVmiTUexRZn+xRHf7FQTdLTj+XhSQJJF33n2bsOrl4qmPk5+XqdvIaCoaqvFqbGsqapeKq3IUgiDoEXLjfsrx95pGQ+sU/LFtaFIWWvk9aChGGRUhUacKniVI3mVMyvjfWvo1BZbjgGiP0Mi/HVOORRSwCAJWQUASBKwCxqvAV3ZWE1BUjiBf1f8vLMkORpNVMsuLEL4n0f2nXf0WL57vYMXHPTqlAHg0lYFN2pIMcehGdVMmP5LY5416eWVeDeOrs6gpCdCWE+015YoLKwDvVr3Lu1Xv9qpzQv4EdnXs4qW9L/Ha/te4Zvw1XDP+GkoyStJslYnJ/xaapvHvLQ3c/95e5ntVzsQBWWVknPMbPHKA4qsnItqtuIeV4cjvvazQ7KzncEVqG4V8tb6bokkV1PoCvNXhZZRF4I1M/RkrsFr6FVYg6YGjWTRmnTZhwHa/uyyCFlRwOipwu4sGLEvOwIcB3PII/C3bGD3821RWXJyy3KFDbVR5lyH9j9m6mALLccaXhgyssrcJAgPHLfz/jXCYwIJdwl2cT6PNjyuatEtRJAXbqCwc0UzCJAWIN4ZY+eXqXVxfls/XhxYxwnVknjQxNcYtS24h4FSonW5l0efXsatjF0/tfIrh2cPpDHcSiAXY37WfA90HcFqc2CU7mbZM5pbO5cZJN1KeWc765vX8detfWd+8nqd3Ps3zu5/nyrFX8uWJXzYFF5P/V7R4w8z59ZLE9nCSmmXRkYPgKqTopMkpP781Mo5Jca8ZBPZLs/jqyc9itSS1D981Xvev28OuQJj2mMywj7ay7aRJZFl7B0uzGPZfahqRWOJCj/ofz8WTSLv4Hz7vscUUWEz+K9BUjff/tpODm1opHZXNkDG5+v5EiMe4BlWjXABBg4N/3IBdA5tdwu3MQ1VjemACq4AUk1D2BlB6iH8q8MhoXWPyTGMHiga/Hzf0iNq5qWUTm1p149sydxmSKDG5cDJ/PO2PR1TPrJJZzCyeyccNH/Po1kfZ3r6df+z+By/teYkLRlzAjZNvZET2iCOq08Tkv412f6SXsAJwMbbehQ7PkKxpidgrriwbyy0zeEB5Djde1sybz1m21PrTh8dXctbGvcgahFWNd9q7uao0v1cZS1wISUMWOOoCS+KcA6vYNVNgMTH57Gg+5OHgJj3HRtMBD00HUhuwFWZZcIgCroDuIqgc7irYw6jWPjaXQLaVV5QwD+aqRKXkAx7RjqyT2dq2lZ+u/Gli+5JRlxzR5w9HEAROKT+F+UPms6ZpDX/b/jfWNa/jjYNv8Naht1hQsYAvTfgS04qmfarzmJgcjwS3bWP1t+7kbyE/v59xFYG84fyTvt57OZ5IIhJtNCzzt+9/3CsD8aGzsgjluQjhImMAYQVgfKaTHSdPYtyKHQCI/Qz48SWhdDQs8XguR9sZNxbzEArVGvX27aeCQd3ZQBikjaqq0FZdRcuhA2iaStHwkWiqpmdt1lRQNcM9W99XMnIMdtfAMWWOJabAchzQEk0vidX/Z+Ro8qF059oZPsVYOjNc/gQwXgU8gSihtiC5nWEAbKNzEO0WBIuAYJMQbSL+FY0AZJ0+lMJh2fwA+IassN0XYqsvSE04yvVlvWdWqdA0jQc3P8gT23Vjv3xHPl+Z/BUuHX3pUbl2QRA4sexETiw7kW1t23hi2xMsq1/GoppFLKpZxJTCKVw17ipOKz8Nt21wd2wTk+OZrtoOul54kcjzjzJK1icbP137NPaLf6dHoTXodlnIMSYjDXetYFXYT1u47xLu2EN7aMqbBED5ovUImqb/oaElfIdJvgew6lqc23cd5M6d+9F6eGQqiCBaUAfRcgB4PPrEqq6ujiFDhqR/E1Kit6Om5q/U1Pw13eIpWfjwn9i9YlnaZy8dM46rf/n7tMsfbUyB5TMmrKgsWN+/F4tJEslQ++YUu7jmnrmDlg+2h+j8vZ4NNe+6CVhsvdehg1vbUH0x2p7YzpB7TkKwiGRaJE7KdXNS7pEN+rs7dyeEFVEQeeOSN8juEXZ7MDRNI2zMaqKqQlRViKgyEUXBHwyjxmQisoKsKMRUBxeVf5tJ7gt4+9B7HOg+yKYaL5uqHweeYJji46RcC+dkD2fm+CsQK+bCILNKE5PjgdYaL5vf3kfFg9f1OZYX8eGOCoZgoeKtdJJT0zv54EkON2+FY6hAMLOLtrPXc9Owb3Lw8fcQlfGokoRsOTKvmZhoJdV0ssTbnnY9itLXS+mTUFCwgPb2D1HVSI+YLgJJySQpREmii4KCMwesr6Ohrtd2VmERgiga3k7GqyjSUV8LgLdt8EzSxxJTYPmMGbZ8W6/tyzYf0MP/CCAhIAogCgKSse1X/tPGW8cHLVVeAJTYwNffvKGZjneqkGQ1oTzWZBUOE1gco3MJbmoFRUPuDGMtGljNGZVVnlxRxf0L9dgHBflOHMOzyBuRzf6OXYkHSdVUTnv9apRYB5qqr6OL1lI0FMKOaQQyzwPBiiZY0JDQxNSu6VJdAOuu7gFadXavrSnCQd60/xQ6ANbCxhdBkCCnAkQLZJWBPROKJ8HkL0DBqAGv2cTkWNPVHGD70npqd3XiaQuBplGRqrAcwlO5keZJTwIQcp1Gye4vJw5HkXll0u/wOboIWwPQCO81vsNc8vj2M1WQncPFt/0E1dCmqOh9K4K+9CMIAuse/wXVTSFmTshmwlXfx2EsEfdcWuk4tI3nPtxFUbQLSO2p05PS0qMTmqC46DyKi847KnUBiJLeL15yx08ZOWNOynKt1Yd47s7vHLXzflJMgeUzJNiP8LGq299Pyd6IQPZnnOb7P4ISg+5acOVxcGs9YUcLoZDKWy+G0FQV1VhX1VSNaCRIuKuJkQ3FDHcmg0ZFNQ3R0te1L++KsbrAAkTrfAMKLB5fgFsefpV2jx8L5chY8HZ4KfbsJiaNokjLxxItpEJzEZWtaAGBkJiHRCGCJuidIQJBYS6NtjzqM9JzNRTiCdYEBUEMgWCsmgsagqCrtAVBSyyJVSr6unUQKx0WjTLBhhQLQpcRPK9jv/6652346DcwZCac+C2YcCn8j7k/mhzfaKrG+neq2LiwBlUx8veIAqNnFrOn6WoqaxYScWaQ061rADSnk/1nfAutR4gkz9BllOz+Mt5KmT/Lf2dN5lZUQePX837Nc7ueY3enHlE6bFNwRMOIQyxMHj5swHY1xDx0+wKUirmMLu3fqN3W1Yo7uqn3ElIKcnNz6erqwmo9PuOhCJ+ZF9MnwxRYPgNURWXx07tpqfbyl5n5PJYb41sjS5B6DKyKpqH2eFW15PvRLjtF9uPzATgi4oZoiVc1GQRKEOHAYvjnFwFoityGL0c/tnHP/pRVZksywymmGR85M0eRN6kAydZXuPNuakm8r93ejk0UcGbacLqtZGTbsTmNR0NVaXv4LJ4N7wRjeXyRMoOzpI0ElVPoXHsHUWQaxZuREBmqDmD3UgMQ4KHzXJw9NgubKGIVJSKqiNtiId9mwS5YsFss2ASJcw9spg6YP6eC5y6ZNsjNhA1vBmATHLRPYvJdy4wLbYT2fRANQMQHYS8cWAQHlkDDBnj1Rqh4Aq58HjLMKLgm/xmaDnlY/041ABUT85l06hDKRmVjd1l5eF0LjWUnk1nYxpBp/8DaspvYCA+HOwcBLD3tBp7usNMqJ/vOU8pP4fzh57Oncw+7Onfx1l49x1CUvnl6Qh0enrrl64SU3hNF7dCKlG0XJb1vSMfo9ngn7sWkHaUlq2ONKbB8BuxZ3cz+9caA+V49lwHN6NtWu8RZN01MGpV+Qrwf1hLa3q5by2saqCC3h7CWZIBkGKqKQsJoNbh+HbG6tSjN67GUlOif0TRQ49EYSe6L/0kSgsWi/1mtuM84g6LvfbdPWxSPh/DevSjt7TR8/zYAMoeGKD+5K+3r2W1xUEQQl+DCZsvWdRZGVEkQ6PLXoEoiMSM7WI5owbGhBf/6RnyJWgyNDBpWMdn7LV/TgrwmKcAgQFFFJsPH2Zja+TNGhXf2astZ0kYAYupwAN63baFF1I3rvhJe0KftDS4RTYDCkIpdhdMt+ZxRMmzQa9Y0vUNMNwWDpuodsib0eKyzyvS/nsz5GvhaYONTsOpBqF0NL10H1/4LbEfHA+BQ9yGe2fUMy+uXY5fs/O6U3zG5MHWsDJP/v7gyrQyfUoCqqtz/5OO40ZcqXUPfh9ydxHKTZUfY78Q5soSdu74HQJlNY4pTYbFPH3ifOfeZhP3YxIKJTCyYSF3+MrSDNQhS34nLI9+6pt82OYW+KTviiJI+WUxHw3K8I4r6PTE1LCb9svCx7Rzc3JbyeCyisPmDmk8tsPiW1qH1Y+8Ra+4/7JylcByiu4RA7UpitbWf6JyRAwcovPU7fTKJVl1xBbGa3nV2T4hw3nB9tfq5xmamRVJ3EAAnSrs4yDBOn+Ri1uV9kxb+8Zf34FU0VMPFz6HqumNROKyTOqyP2e6rIatsNKIkEA0rhH1RQlGFet8+ztp0D1aphVRo6NdZpGYnBJaetM/MZ9rnJ1BubC//3RpGdMSwp9nRxVPDp50zSokLLGks72QWw2k/hFFnwVPnQu0qWHw3nP/b9M41ALs7dnP9wusJycmcKDd/eDPPnvfsUc+PZPLfSUF50rB9z5pmTvriSB744ZtkhZN2VapsJ9AyDgQNSSmhrGIqYaebA/X12Ct/ycZ9f0IJOOgKuJidcyojc0axtdbP1rqPMaxzAWjtilAISG1BNr73pjEJA+2wJXlJsFLmakHLzaLFWcD777+NoijEZAVZUZEVBUVVCXg72SsXUiJ4WfWvD5MVaEk35vh2V1d6kzJFidDesQRFjvfPhz3zPTZt1nzy809BOLxv+wSIVpmckR7qa1/GHztcqyQTVjcCGgQmkDPSgxr8bA34TYHlP4y/OzJomZEnDBLCOQ3iwkrulWORsmxoMTWRoVfTNH2NSQU0jfCBBgJrvCBaqHjq7wh2h6GBEQ0NjGGFbmhj9n3jNmxtNYlzdWePZNMJ38cRamNcP21Rg8E++3Y4khqOVU4nY7xuXD9cAXIYLHbds2Xjs7D4ZwAcZBgANbt2M+vyvueIJx9WSyS6Qu36tYkg5lgpPW8q4aAPQRNwZLjprG9lyZN/JqZGcBSN4aafXQvAtrpu3qlqZ1fdCp7bf+uA93fd0JsY458ITTDXUsB4uZBMOekZlH1zCeXlo3vfB6ONnbt2s9S7D9AQjDwhgtG7CnHtFTB2/yEyvQIWIb3gdcNrXwVgaqj/bNX94siGE66DDU9Ca//pC46UlY0rE8LKbTNu44ntT9AZ7uTq177I8xP/xvBZE4/KeUz+e1FlDXeuHX+X3h/+/bsryaL3cmrbti/02vZPfJNn8h+jLqYP1NGu2USaL0sc18PL+TicyxuNN7VdLHv68ZRtUrQYb1tOZbl1HsjAUtCHyMOHST30v4so2duXD3idycb3XY7qSUPD8+w/8Ov06gImTfwLxcUXpF0+FRkjt5Jb2Ag04hloVci1k2FnQqTL+6nP+WkwBZb/MOd/cwpP3ZGUZIeMzWX2hcPIK3OjKhqurH4Waj8FlnwH9oqBU3ar0Q4Ca7wIokjGiScOWLbrYCM1gpf9U0diiymcsbuOkEPvaMLOQlRN43C5v/KZZwiu30DnU08Rra4G4PyYnw1+iQarha92ewg5Z0D2YXEK5t0KuRXwypcTu4I5/ccy0Gc2GraCTCbfcGkikNThbPtwHcuff5JIrFP/XPt2ahc+RsWaO5gCXHrye2TkD4X9oCrQst9NZ/5wlil6YsJ5BVcx1RJm2rW/JvDXfwDgLg9SdM2FtNyzOXGezMOEFYCsrg4gi8kvvoDcsL7/G9yDO4zXt0a74KIpg5YX1SOM59OyC/7a4/sWj053cMXYK/jzpj8D8Pyu53GGbXhF8Ap+dr+3hsJoDu6Te3+PWkxB00Dsx97I5H+LcCDGxverE8LKQDhy2gl369rmcHcedVnJ30dpKIfqAT5rd3YDGiEpGZtFtOi/8V49gwqKsZzqlZKanxPsjVhFDYugYRHBImhIArTGMtgayiOElRGuskR+wjiaPgMBDRR/jGzNSaEzb8DrjEaTLtL5+acnajqcjo5lAASCBwesL11yy3MIREAJZqNGeyd9FUQZS5beLtmXjyWzA2fuZ/t8mgLLfxhXlo1vPXI6nvYQ2QXOhNbjmJFGgMXkEs7gben4aD11RnKxqFWicvEy5HPPxxFqp7L2fUTx9D6fsY8YgX3ECHKvvAItGsW3eDHu9Tfy+7YOoqc/iDZ/HJljZ/Z/womXQtN2WKFrjApzM3sd3rp1K6+//npi29/Vwas//DE1VVtxu3L56t+eTrjuLXnqdbYs1F0iy5werhpmuJSvWZr4/Mlde/E7pvOjuY9x3XfvAaBhyCQw5I/l/hym5jRjszsIGDYmgghWpxtlTBtarR3rqf1fSraiL3tFXG5ayyt1rbUg6GvhxnsgsZ3b2IQ7EmR0KL1ZzcHS88nz7WG3awbj0/lAV7X+anFC4RiY9ZW0zjMYj29NzmLtYYlaUV9Wu7L9HCYHR9P91iEitT6kDCuxtiCxBj+qEQBMynNgLXLhOqEI19TCo9Iek8+eh7/xYd+dmqo/PAZhMcRrI1/jlENfJEMTKKlUOO2sE3jv0d0IopvugzaEoaAJcHr3OCrdMR5MEfA6Wwiw+cdXIlos/OKOvVBTg23uhdzyvW/0W377S+/y0RtPIxrazbPsXTxxz1f7LdvU6OPEvywHBL50x9cGvO6m+9aheCL9eir2pN0QRDIyRjNt6t9Sltuw8Qo8no1YrTkD1pcuzkxdYJk4/U6GlF2ZspzPt5t16y/EYju6E+oj5VMJLL/5zW+46667uPXWW3nggQcAePzxx3nhhRfYtGkTPp+Prq4ucnJyBqzn7rvv5p577um1b+zYsezZs+fTNO+4RRAFcgaJ+/GpsYggq0jpaGwk42FKw1bCs/B9plc3s2tIAWVdPuoWzMcGnLT252k1S7DZyDr/fNgsQAxsk+dD3vCBP3Tmzxi24ftUh7MYmt/7vvUUVtBUWrZvoiOoW/z7g1386erPcdqXvgIIbF30LACXlO9kZGZnn9MERSd/Pecq9q1tJXrgbbCqEBMpatvM/tFXkNWxmILJPtYUXMFcSEbENu5b5Y2X9amzJ3ZBn4oVnHIKk37wyIBlAd645EuM2bMel5SeUKsqNrzy5yn1ZNH98LN6zx5PUU+PV8Foc8SDELsWV3EX1q+/kNY5BuO5Xc/xzK5nEtu1WmPi/Q8u+ymhnR34VzQQ2tq/HZfSGUbpDBPe04lgE3GOTy/asMnxi5Yqtbwgkt++nY6CyaCGeaJiA+G2y/hnZhSQsQqreOeDN6mZs5accBF+WzfGHIHsrHzmSfu4rv0NGjJKyV3wC7TsoYQjUc57rh6PlsH0n/yLfEuI0R0+RgOiNXVfOPnK85l85fls/fmTEAHNmXpojBoGqhogyyqWgYSRuAfkIH1rILDPeE3tAQlgs8WF+KMz0RUMOzxN+x/3Elq/fj2PPfYYU6b0VlUHg0HOPfdczj33XO66666065s4cSKLFy9ONsxiKn8+DcLhY9VAZaX0NSxZp5+GvG0pJx1o+BSt63mu9HJsxJ/7Qw3daOvXoSgyiqIiCgKqptuCVFS3gprJSyUL2OPUPWMsaozXPtDjrTRU6BqEB4F5BXdjs3SjAc0WiXqLBTHzNG750UdEFCtwI9+65C1CPgt1+W3MrliEvWktOZe9S8WYaYk2qWIUWYsR9XcT90LSG6sZ23pBDZClMKIaQRDTU6s2eyOUZZSyuSZKxrrGRD6PxF1LmrsAULp3Bl55nr5R16e6FEwj1lHFYCbe0WgHmzZfQyCwn5Ej7yDDNZzMzEnEYt3EYt3k5p5IS7CF367va7TrUO3cqH4BW7kb+/BsXFMLCe1oB0FAyrJhHeLGkmMHSSDWEqT9ie0AxBoDpsCSAlnVaInGKLJZsR5rLe2npKW6fw2hJIeZvPNvxKwuJCXK7/LuTR7LOIij+F0OGNtt7t4/6OvOvJnupbdTJHRTWzKeYTOSQRRHWrZwUC6gGzfdspsxhoBhSSN2lTs3G5p1E79UqOHk4O6v8ZAzMjd14TRxOioIhWvJyOi7lNyTwXIDHTGG4e6gAotwZP31seITSQV+v59rrrmGJ554gnvvvbfXse9+97sALFu27MgaYrFQUlLySZpzzLnrte38c53u5VKUaU94+MYHJH1bH5RUVUNWgtjEIF+d/ByTilowprSHhVCOb4tYZJUTl/XQJqXj5QEw9Wq45OH+jxmnaf5t0lbCUuSk6OYT+tgJJJaE0tCwjP7mFfDNK5DDEbZefxtoGllzpiM/cYT5JeLXmGZSsM4AYIFN9T421b+b2F+vZFOr5jBEyaKz9CT2o7KH5MMni1YanH3tXtbHpmHLXAOAS3bwjy0/Is9RwPvtf0LNuhZRymHj8POZ+aVnGBv2gLvv8kR73hbqpt0Hogrr0tAwnQGCYqNy69UUD14apWAO68ZMIxPY+vfBtY3lWQ6MCRPuiqrk1ykk/kvKUoAccBHuKELNGriTBGhv/zAx+zt4sK9QMnHCnxCz5mIRLMiaTAYuTuqewudGfY7555+PKIgoviiBlY26XdWYXCy5DtSQTOuDm/vUB2AfkX56g/91Hqxp4a3Wbk7Jy2SDJ8BWX5CQqjvWltqtTHI7ubEdJgY1siYWYKvMOvbLzWkiR/sfDOee60dYEcMe9fLO1KSd3QnlIts9SfuWk6KzWGvbiGKoNO844XbGDJ3EuhSD6Jt3XsK+vbv48r9b8MhWRgUPASBEwmm0Nr4sm5qe2YrspQOn8Uh3eC8sPIvauifJzz9tkPr0exDXjHxahEQ/PLDAIiT6j/9CgeXb3/42F1xwAWeeeWYfgeWTsn//fsrKynA4HJx44oncd999VFT0H6Q5EokQiSR/0F7vsbVc7g4mXW5bfYMbioGNIDa2tU1gXN7AKj4Ap+cwY8l0swTvfiulwGKrzCKyv7vXPrk1hNwWwjbksIfsCDQscSwOOzNeekivt6uL/UcssBxZZxpt60Qo0MPYi6JA3K5tjTwUP050hWrv+zjZauUr54xBzNRVwXubfTy0VJ+zTcksYfToOwj44UDVs+Q5dB3DviKVmbGPuKjoX8hX7wWLrV9hBSCYt1sXVo4ATYryekEb6559DYwkbHrAPBA0lSJV4Vefv4DM3BysrjyigKLGCPeMlNnbczLBoZjKBLuExypS/q0vDdqW0I52ws/vTiv2SknJxeze88OUx8PhBoaVFPHe5e8RlsO43w8T3t0GTdC4ciUZs0sJrGka9Dw9sQ//fyqwqArsXwSbnsFryWBMwc2JQ9v8oV5FNaAxEqMjGOUXS/xENGhb0YjotmItzSByyINzQj6Zpw3FUujsNVlRVI29bT4OhCIoTgv14SgNkRjt0RiiIGAXBYY57FxUlMOYjNQpJAbDsvItsjwxQs5CNEFCEGFi4Y/oyAuAsTJ6Au084/keOTvsODutjFEP8lK7m3vzc1ll622g/kb1W3zYuIzzgwexT8hEs+5j87tTAYFOh+4lZFOsDLF/A19sBMUOH9PzGqF6Lw2/fiYhtZfF9iS88xotYxA0FUvgNOAMlnoyOe0XrydjWmJoVDWIaSLxobP1sa04rJLen/VUyxjvVe/A4RoSGIJDbe0TeL2GbZ2m6q7LgmjY+wh0da02yh8dYVRR9N/Tvv2/pLbuKQDC4frEcbtdTymgaTGjSWlezzHiiAWWF198kU2bNrF+/eBeDukyZ84cnn76acaOHUtTUxP33HMP8+fPZ8eOHWRmZvYpf9999/WxeTmWzBtdwHs7msm0W/jn1+YiCkLC21cPYJY0CxAEgR+9/CZr67Jx2HOZO2cRieWBhA7fUOtrKqAR2v8abP0dAFvsNrbY7Zw++XYq536RfoWI9r3wzEX6YJqCghsmofqjxOO2N/95E5o/Rt3S3cg9LL0FQOgK4AQQRHY+9hgC0NLcjCzLFBYWYrVY9GUNIwy+3ng1ufwRCnHkcXeN61r9MOSN6BHlNj6AxwPU6fts3e3YutuZMHU05/3oT4laXr7jZfqbbNw1qYwbr5iC1eigd7c0sLZxH/HCZ0w4k2+epFvHvnRwDLt/v5KhrtGsHdnIdzpXsn3+j5nlGDjmgMWmC8qjLGdQPvcvyWsShEQHlNCqCfDCKwsoLaxjY0U5y4X+w34D8JtfM9PjJmwZiQjMHhlk7p2XDtgWgD1P74Q9nQjHxNOm/zolyU1p6eUMHXoDACUZupbUk1tDYj6r0kdYkfIcKJ1hEAUsBU7k1r6u7/5VjXiX1uE+uYys09Jz7f6vRFWhahlUr4D69agNm4nG/PwxN4dtrkIyeZhQ5nnI9hFcXZrHzKwMZmVnMMJlpzMmUxOK8u6+FiyabrslOCyo/lhiwhLa3k5ou+7tIWbZaJY03tRivOD3E5V1gVvNtBI9sbDfgfDfrV18PCctM+5+8f79CWZ2dOhtcRbguu6rNI7pGw9KzlawjuxkzD79Oi7yB/hDXg6hw9q0t0tPFrsgJ0Z7QVzf0TtSbVSKcfOcx1hUexqz1HrGZhheONH+k/eVyfqUZ5JlBK8YHsjVwYHt/7IQ0FqCxAab6EkCUvbAddntSZ1rd/fgYQkc9qOzGhEKJYWTnoJKnEik93OrqKE+Zf6THJHAUldXx6233sqiRYtwOD65xH04552XTOY0ZcoU5syZQ2VlJS+//DI33XRTn/J33XUX3//+9xPbXq+XoUOPXYeW49R/bBPKspg0ZPBZX0mm3glkuErIyBhgYDKIWT9iYc1omrqzeOa0DjpyVPbv/TO/WqkvM9RPup3yz/80+QGfYcgopX4IBFFAykoqLwPhAC5s2HeEe6k0e6GpiH96QL+GQVvdF1UQUroT98HqgIhHj/+RBsWOabSEMxk5YWyv/W5RoT/9WnlpNCGsPLr6I+5/qwNNNa5cDGJzBWgPtVPgLODKkXN44rsBvr9Gj73yB1cxhR3v8+FLH2BBRAROthUw22q4JhrX127TO0EPDQw1ssAKgpTy+qUhZRCtY6wsc1qsHUEU0URDuBEFHmv30Vg8hG6ni7bqdcA6BDGLDYe+xMZvfMjnfziT4mGpXdSFuHHuMdDaiqKFefPWsmrVqahqmPLy68nKnExpaf+CVOb8IViy7Xzw/r/5WcXDfKP5C4waO4GTzj+HTJs+CVG8UZAERLtE471r0MK91dLdb+qum96F1QiSSOb8/l3a/6uI+GHJPZBRpEcgrl4Be97iNavKCpeTdklk85BcIG4XEcYRXANo+Ow3s3H/AQ7GwrwiCPGFZgQ08sIWQO+TF9qXM0kZxZBY33hOqjdKEfAV4GmS2kHRF8O6uZObLhrLUJe+7F0XjvJYXRudsU9nkFnw7W/R8otfAuAMtaM9fh/ucyV8F/ett7AjOYNfbF/ABNcFKKpGqz/Aoe4a5g8by5WzKtHQkNpfAe8y8q3jKLFPQdMU2qK7iWlB8izDsAlupkxQyPAGwQs+WyHdxWfqz5sgkRE4RIZvDyFXJb6cKQiShYsPvkqp0MEORmOffQOiKCAKuh5GEgREUcDj8bJ32y5GI7FEkLn66qtRFRVBimc4Jin4iWApcCK5BxZYyodcR0bGaGTZi6bGEEWHvvyjKfrEVhASy+dWWx55uSd9qu8kTmbmBILB/QiCjby8eQgIhML1RCLN2O2luFyVgEA02obHsxFJ+i8KHLdx40ZaW1uZPn16Yp+iKCxfvpyHHnqISCSC1E/44yMlJyeHMWPGcODAgX6P2+127PaUw+4xI91xQNX02bUkDP6JgKeVqr3343LdzuzcITje+yu/vqqJ8dHk8kb5jt/Djt/TmDGdsh8sBdl4qAcQWA5nh6uBob4cbDZbIn9Ez2uye7qJtW7HbyzDhYwlN0mSsNpsvewgMELia/pbZEUlHInQVFrKhHRVlef9Fna/aWgijEFb6BGo7rD9YlsthMOIpZN6VXP/5VN4beVuY0tgcaOKT3SxprobaUcTa2tqeGpFJ2h2RHszkusgtryVPLC1kz9vvZcPPv8BJRkl3DTmNJ5cpREQBRbZBYj0nm28HjjE8trehsbKKfoyUpu8l6XLdEEqI2M0s2b+G0nqK9Brxu9hZGkJ103um/b9rRffoBGIWW0IYg6a2o2meol0P4TFdTYfPpvBVT9LnVE1LrCk9MpIRZrF7bYCTj9t5+AFAdFhIWN2CT/brS9ZPlryCniAf97D16Z8jS+M+QIlWUmxuOibU4k2BbCPyMa/ohHRZcH3YS1aVB9UPe8cQovIZC6oSE8gPh5p3QOP9P3+YsAvS4ciD3BdgrFMvNfdfzyP0pAK6FqLczyDD2btqHxw68nsb2jl26/qy9ZSW5jHt9ajFjgYYrcSSnjDxDXCGqoiI1mOTJ+ad/XVxE48n3d+vpDi1vUUtm3FubgT0e8nMtlJTpEu+NsjKvmdSYElnDuer885jROHjeCPH+zlLwcPUD66grNKJyBIAvuia6n3QmbZGZSM1FN+9JcT2bfpXSCIcsoXGDrvvj7H7UCO8b7qb+2cXf86Y0qKGXbR3H6vJxQKcf+u5fjR9Tr3v/Rg4tjs2bM5//zzj+j+gD4hyM+bd8Sf+7TYbXofNnTolxg9KrWTTNytWRQ/2xx2RySwLFiwgO3bt/fad8MNNzBu3DjuvPPOoyKsgG7Ue/DgQa677rqjUt+n5Uj7R9kIaSqJg89MmutXErAVMSJzKgCxIWewvarvQwXg8OhqSxTDjuYIBJZaVyfboof4yle+Qnl5eYpSV6RdX0/8fj+//71uw5L2YDLxEv0vXVbfpi+FSb0fmPmzJjLfiJwqKypTfvgaAM/tl3lu/yajlH6fVFVCC4xBCQ/BUfI6kqOFOl8dJRkliILIQ9N/wPqqD1DRUDQNBY1uNcxr/oNELHY47a7eRsJa33gJgcB+Vq9ZQEnxxYwYcRtij2BscUt8S4oAbU5Djtw9aS7+sVMItrfhDAWYs2U5ruAHtNcN4akf1WMYvBiZmvUlRkHQKAxnM0XMJCMSo+3xbXr4X2O2l5j1GfsEUSC8x3DtPlIB51Py+LbHeXzb4zx71jOcUKZPfgSHha4X9w74Oe/iWqJNAfIuH43o+i9K/tm4Gd64BVp29N5vc8Psr9JhdyEfei6x+zJbKddPv4WC4in8ZdFDvBRciC0ao1SNsUAJ4tQUVCMRqu45Bp0dLTzlCjHK46emrBmrYGVq/hTiecQwyrV6gnS0VbCCGJv+9BHyYb9F1QiD0BDRJ0w2QeDakjz2rv6Ytx+4H1d2Dl958G9Y7UemYS8enkPJiROo2lpE9TA9Quv0Cc1Mbv05WV39Z6jfIL/ALz96Az6Cl3c/yHlkkrmmm8Y1q0ASCExo1CWUwULUJ1yLBx/uhEQ+rtRGrQNlXl63bh3z5s0jK2vgYJ3HG4Ma8Rr9ejTaNxzEf5IjElgyMzOZNKn3DDcjI4P8/PzE/ubmZpqbmxPake3bt5OZmUlFRQV5efrsYMGCBVx66aXcfLNuTHb77bdz0UUXUVlZSWNjIz//+c+RJImrrrrqU1/gUSXNfj0hsAiDG2RWjD6b9gPfJ6TW4hQrKMvs35K9K5aB9eaPjRMYs5ABbFhScSysvON1HsuZb3yWN9Ap6hpbCYoDdKSxQsOaqJCYZyaS452EzQXAzKnXM3Pq9b0+sr9rP6+9eRkOe5aee6cHZ2g/RJaTC1LLP9YH30ikmZraxykoWEBOTjIgnmbMki0p3JpLjD6jOSuPZvIgXxcsswIeZmxfjSC6CXam7iztFgHcYNEEIodSRNTqB8FxdCYawViQ3Z27ybHn4Iv6eHbXs72O3zTpJg55DrG0Tg/U99X3v8o/pQcpzC3Gv7Kxvyp7EbN3UeP+BfZXKhk17XZypvaXCOI4omEjvHAlBHrEnCmaABf8ESrmgiCgKCGU1p3QQ2BZHKrnBlc+WTmVtFQdgGIYVbOf16+ZmfIZ27R5GUvf/j37nQo/+8N7fY57gh5+/+TvqfJprMBYKjpMWHHnRpGUIF+rHMnZBdmomkaxt4M1zz7K29t0T66gp5uG3TsZNm1GWrdAjSrI7brdw5kXj+BftV46u6JIRJndcTOSJfWkLtrjWmucVUwKJfMMaYpKO+1IQHX1g9SHg5w64UcEg7VEox24XJXYbIY2Kt4/pRFOIJ2EhqI48ODu9/v/awQWLTGoDXzdohAfaz7bJIlHPdjJo48+2ssg9pRTTgHgqaee4stf/jIABw8epL09GYq4vr6eq666io6ODgoLC5k3bx5r1qyhsPC/M9Jlcklo8C/Xastg0pS/kLFZz2eTac8BoEvNQb3oIWx55WRUTCDX2mMJTIkvCaW/LHZMhYn/gMCS1Gz0PkckFOHFfy3lw2VLGRM4wPmOUt4vPItMJcCqX1+B3SLywf6ddIdCaGjcv3APHk8BaBJD3EPwRrzcuv5WImoEERFBEMix5/C9Gd+jwFlA1LjXtn60WYIgYLUmbZrstmIi0WSyxIyMMYddgiGwpJi93XPW6YzYtAW/qqcy+UAOU2UrInOMxCknXovdFUbTIkZAOAFNM6LkagAiAd9BdjfspKSgiJEjv52YVRPP2K0Zy0U9XR4Ax4RPF+ukK9zFVe9cRYM/dWyeX8/7NReNvAiAE/8+G78UIiJGebrjn+S35KDkKxTIuZzinY5dsyEVOCGmoHj0+28pchLM2U44+xDh7ENsallNxguTmHb+o9hzPn0cjHSR5QDRqC6AWCyZSJILUXSApiC0H9C1gBv+DoeW9f5gyRS4+EEomwZAzFvF6nXnERN1Tcbjk79PINjN9w6+iFeSuOjDr7P6qtVsKtQFuYPl/SctjROUdaPluCuzoir848N/0O3rJhgKEt4XRkKiIhDGJkSIism+IyfazUT/bk6o2sI3v/4cGcb9DHR38eSPv0/sMHfgf933c2576e2UbdE0je43DxKt8hBr7m1MPR+IzCshv/sepPaBNdCtJRPBVwXAe7krqLj4PMYMzyGwtpmXN/+TWvcOTjPKys1PsqS5f3u4GbLPuCdHx8NlsH5usECpxxOqcU9EceDJr2aEirBYco51kwbkUwssh8dbufvuu7n77rsH/Ey1kU8mzosvvvhpm3FMif88dzd7ufZvugW3Fo/BoiXf6/thb5M+yw/4NrJh4xcSgcPi3kL6djK4mL2zk6nGOTKiXhTJSqYWhH/fBAioCCiJgUlAEBUsFoh1eY7YO+ell15KBOU7XNvSc1ur2QcdrRBLPuRafO26Z0JETUWIRRnnGk29xcOqLj+CAKNcdgptR09tnwwYqX8by55/m90rlhLoOoCAQjx8YUG0g+9VdHHl1ZfisuvXed64yYl63ti+j7WG8qHB38AX3/liv+d78+CbCAiIhnDh6Mcm5XACQkbigVIQefPjMw23SX3eVmQkZoulUL/mZWfxvdNPSWxXr36NqnAR5WMnMGvqxYOev7n5DXY6/0gs96RBw9prmobSFSHa0L86Pl00TeOUl05JeTzPkceyK5b16uQvy72YZ70vAfBm3rJe5RVB4dzuk1Hae3sjyK0hNEXDyIGJZgnjL9nAik0zGT7sOwwb9q1jsr4eDAbZsmULa9euJRbrQhC6mTrtfSSpRzI7DRZ83J6yDr+QiW/GDyg1hBWA5RvO7OXdZqu+nzmx+Xyrq5tHcnMAeL/6fSJi0pYtGvb2eEbjHY6GooYJ+RsRbQoIEnXtdTzyyCPY1b4TGqcW4ca6Z4lmFGAJB7EbGkKb1ckVP/ojtoiNaJ0PxRvF096IHIliz8jg8h/9ghd+fFuiHl9HO5n5fcMNqqqMv6qKwOrmXvsFh0SOcj8Z0jJCe+cS08oTo89WdQTvKnNQEAkJAu+6MwjbfJR51yU63w+z1/Gjpe/h+9iKbB/LU4VvIPosxDQ4K6t3YsGitgh5XXq/JWggeK2AjH3Rk2xYuxchHnNE0xJuzXEmNa+gYXsOPnkna96+OOmtmLgQAdCYGW5j11DYf+UUZFmmrq4ODQ2n08n3VyUdQtqD7fiiPoZnD0cU9AlR/B9xL1MEVDWMFqnhkuIhFDtc+hKNIBqvQmI7GAjS2hYjGjkDUbQnzDAURUGWZVTD7uhA9wH2dO9hf/Z+5o2dhyAIiQlZvF8TBIFRsXWUAVXVDxKNdZHw0hQkRMGCIFoQkAiF9Dhkspy+5vZYYIaTTYPCTP3B94VlVhxI3TEl0X9EeY4uPJ4dg5SFSJuKEhGQ7BoWu0q6arfgvjbSjVRRUFBAV1cXfn96A5S7uaHPwyzI/SfXK3JUMK9YD0s/f8N+Qha9l6k5dQr2QdSn6RI0Akm9fv892DPKiAT0macAhEQHh1zDOJgxggvnnMTN10xLWc/wrOGsxYPT4iDD6iashJFVmZF2hdkumY3aOPZ167M6DQ3F6NymFA6efPCQUsYY9CBVEio5dPQpoyCyOVLcr7WQoipsad9Hli2D0TkVqPFlsDTj4yihKMU7b8TJcNq379LtlkVduBRE3X5FtEu4Ty6j8+V9RGv0wco+IpvCrw1+ff0hCAInlZ3EqsZViX0Z1gwCMV0j0Bnu7DMjve1zP2LaqmmsbF5JVI3yVuiDxLG54gl6dvGetheGVkjQne+xhouJOZKarKrqv1BV/RfGjPk5hYVn47CXEFVVRAQsnyB4WjQaZcuWLWzatInm5p4Drwjk4ffnkp2dXOYpax44IJlb8+F+5zq0d5KTn5PsIvVDHDSUOFAsIp3ZNh7vbiG7pBxH1EdYE7h79d2JOirFDFasnt5v/fGWjfhCLvt3TeHJh57E3sMXUC7SB/SZ02eStSdMOWfhsuieWge8mynIGUqOWkDsny200NKr3hn5Z7Gh4/1ewgrAytUnYXUpCBHIXGQjNzqFws/dyIG8p+n2rIOzYcim7+Nu139XpT+ag/jrZQA4pTU4gRpHCUHRyec6D4vl1a2/NNpbsLiTcay624eQoTqBML7xAVBE3vHYmOZUKLQmBbgJe3xI/ax8ZxBmpndx3wM9aD2UibfGhZUI2aSOoZUNjKyHG+asJuAUoEcoo5qGmj7lGwODL3kCWCPVXJgzcBJTux0O7I/S2TmwZ+wwhiEg8G7VuynLnJ8VpcwYRBoanh+0fT3drz8LTIElDWZU5vLCV+bQ4tM7pnjsFUjO+BNxWBDQULFrB5lc8k1E0ZCme0S4Rei9T85pYf9vfo7VqVJ02/cQ3Rl6bAYUUBU0VUVQFV3yVWViLc10v/IqkWBO2gLLlVdeeVjn27v9h2+/9INvocoysz5/DVanE1dOLjan/lRqmsa6rVvo+OBNADIsyVbEhRWA6lCUsZ8i4FRPAp5kvXFhJbNgImfccD1DJo/mivuWUxMOIxkakYissPJAO4GIYaCoaSgqLNulCz6Xjb6Mu875Bnv33U1L60Li49ocduIYMpthI+9E1TRs9jI0NIpdgz+oL9vvICxfxC0VRYzJcCZnU4ZX1Vd31OAhB29nDotWJ71t4gJJXTiuzYoAnTjQPbbENCMfqwckchp0bUe4oa+wFMe/tgmUZI8ea/t0sRUeO+uxPvs+qvuImz/UbdQOd3UXRZGz5l3IWVwIQPuTX2K1ZTMnxCYw6Y5zUp6n86CNuhrQxAhizIVqDeJ2TsAf2gXAvn33sG/fPcQyT+XL/u8A8Pb00czMTs8Vs6qqimeeeQaHw0E4nBRCCgsLGTFiBGvX6tpVVbFQWHg248fdhyBYsNybnrt1zyfNGVEZfSiIIgo0lDlpXTqFb1iWANCVPYxH85KTFk0TkIJjgP7zLwEEAtls3nRhr30aES5dcC4IAmvf/Bf1u9/F2S3jc5QzPe9MBEGgImM8NjX5jIouC4gCql8fNB22/m0xrC5dkC/4jRVrC8TYxrYJ3yY6Lvm7apj+R8o33o4QnU64NZgY01Uhg9tHf4sXSvX2Ot5PLiUOz4xQ5dOFrbOEfEZlWlDCTsYGR1CSsx489cjOExihlCC5GjgvO0a76iJfsiIq3fo19BBW/MVDcbfoYf3fEE6jeNR03UhXENG1VELit6lpGi2bPmIMtcRsdtQvXYsginok8LhbsRGPyvb4EwDcMuXbZBYflnm8h0bmJyt/AsDloy9nauFUQxsf17CT2H5j9xNs8zRjc5QxZsyX9ThXhrZDd2/W417t3fcEFks3eflZTJ16OooSX6qxIElSwr7mg48/QAtqSKrEHbPuQDWWo1Wj3vj26rpF/LtrKyeVTmdOyWzi45OmKWiajKbG0FANhwGNwoKz+v09/KcwBZY0EASBk0YNlm3lcNKPGREN1NAli8hqJplf/Nbg5evraXrkLQRH+ga0FotlAO+gvoiShCrLTD31dLKL+kZlef6JvxK3fKjyb+f14Vlsn3pGrzJ51qMXwMxdfD7BroMIgsiwKZm4MjM45dqLsdn1tdf4eBhTNCKywh8+2Mfjyw+lrE8kwoqVutvi4ZPwsHcdezZfDsDcOe+TkTHq8I/3i1eBBmEU44pGMz2r7yBZ12PQrg8PPIsCCBsLfsNt8iAldbSwmhgUcy4dpduoqJoRe0/Ds7Ba36f0/t1Y8o9eTKU4o3L1e2aX7IOu+dsDEmTDnODAWh6rU9cKqGKYubOWEPV3kD10IrLso6n5dZqaXsXn280mXzQhHXxvy0e8NsFGfv5pvTy24rS2tnLgwAH27NlDba2u9g6Hw+Tm5jJ37lwmTJiQCF65dePHhGUbimqhre0DYjEPEyf8Ae/ICeQd3NVvm2sKTqeyfWmvfao9CzGia7dclmJGj3uABcuTS37XKxonn/0WFkHkofffYeG+IoaN6eDE2X8ASIRTj0+VVC3Cpq3vgqa3X1BkbB3N2DpbWLK7t1dnBOiOtlLuGk2xcxi2HkudGXOzsA/PQVMiVL2zl5xADg/MHseanLv0rOKCwHX57fxsatJt+pDjc2iGJrGnsBKnfsbvGfvB07Q9uIUyexlWsZF/jvsWLxRd2KcskBBWAOYMuYRrPndB8uDie2DFCyC/wN/rRbaMywSbBYQAiWwcgkDrqFEUG04fst3KQctIRsoHGTrvWqYv+EK/543zxqI22FdL9SkXcvHtt/dbRlFk9hkCyznDzqagbGTK+n626meomsqs4llcMPKClOU21bzENk8zTnsRQ8tTR6neueufWCzdjBs7gZkzT01ZbkfHDho2NFDoKuS6Cam9bTtCHTy/excj7bMZMeK7KcsdL5gCy/GAsQ6pqektBSVy/yjHLsOmaFjUq/2co66jg/zu5GwvPONkNo84gU6n/pm98ybhkMSjthwEkJlXSDTo5KLvTKViQj6KotJyyMOmD3ZTs72DoCsKNvjrznr++pPeMVROGpmPJOozKUkAt93C3MI3IA3Fwpq155CdPZ1JE/+Mw1HW69ivDjbycZcfWdOIaRpNhiuoO4V7/0injYOhKPePKWdyprPP8Q0bLkM0el59QQPc+DnRMXiYfSARsyQ6uo62SD5Wt4OyacMQRZGNDy+mSLXp2hyLgGtKIbHWILF6P4L16H1PcdxWPf1DRIkQU2NYB7AvcRi2FiFt4C/EEhdYpAj2rCKcubogbbFkMrT8Swwt/xKRSAtl1X/lL41QqjXwLeVe3nyrlLbWxZSUjKa4uAy73U57ezsHDhwgGu1riDl//nxOP/30Pt4gpUWjqWqsQVH0brO7ey0rV83DOiwXuSwfW4eFebt6L6kcLqwErfnsF0cxFV1bE4y10rDnRprGFjBnr77c7L7hdablD9PfSw5QHditNlwpUkQAEJXI3LMx5WFNkojmlWDtakWUYxz0baXYOaxXmcAaL4E1uiCVY0QmcUSChJxJo2bNasFmSxpp286cRuTJJWgZFkC/lyfOXMzHH38Ji1PXhNYVf8TQllMRUAiKdm47TFiZeGo5tfu68DX1NiyuqN8M9BjkZ90EchhC3eQrESa0L6R0V2+bipZiN/kdVT0uXEM8Ai+hhEfRACE6JCk5bKrqwH1wXJNR5x84G6linDeVQX4cIR7bazCta3yOMMicVjJcwtV008F8xpgCy3HAEQsgRyjgfBJEKS6w9D3Hs7d9i55zcsfGldywcSWNReUsu+oWsq3H4GfVw9Zw/TtVrHurqtfhClnigFXtpXd3WiWevWk2s4b1DrbV3b2BjZv6rtfOmbOQpsZXqK3r7W3g8Wyiq2sNpaWXJeuIyTxY2zfMd6YkMsTe/+AcM65hktvZrwamK5GbtjcHD/2OYcO+0e+xnmgx/buy7R8K+/VZb+PLurq9uGd8Y1lDm52Do9apCyyWoy+wuKzJRf1gLEi2PfXiZWZJHkRAKRv4d2N1GcsTgoYS8iO6+y5X2O3FjB97N42jZcLhbBoaP8cbm5oJhx1UV9dRXd134CgpKWHq1KmMGzeO3NzUHkf2LCc0gtM5EUj+/mKxLhAEXAWlcJgNyOG0Xvw8U/+VjOytGrfeXwxLigsoGvEqk/OTM3bZ8OSySANrqfB3D3g4WD4a1eUmWlCKs2YvDYGkfYZIF0oojIYN0akLI5qqoIU6CfiDXOpq5/WgniCzPtp7IJcKc/TrGOYEdI+gYM0ehpbeSlP3nfr21Kc4uGcouY3jWZ7bV1u40aEhDHVi7yGwnNywjYJ//4PWbctxnDAb91XfRcwuh3OTMary7++r+c3vCGIx0g1E7BLapMsRGl4G0hVYBi8CoAr60pOWZp89mEAgG7Zy0mAxZRLhHQYuF19yiigRwnIYh6V/LWpcKFcGy9Z8nGAKLMcDx6GGJX4OrZ8ZhDVF1tOizhaenDT8GLVIfwC3Lqmjdlfv4EXl43K5+otjEN0WBIto2BMJ2CQRWz+Dsce7OfnZ8i9RVvoFwuF6bNY8AsGD/Z7d5ep9XfEooJIAz08egVUUsAgCI112MlKksY8ZsyhbCkPQk05cxqrVp/V7LC06daFEQ+vXULfQdidWoZql4mV85bmL+Knm4GzEYyKwWEUrNtFGVI1y5dtXUp5ZjkW0YBWsWERL4k8SJN6IvAWAr8tD91sHQTLsCgxDYUEU9BstaFiaBHIft3DAcS72i+cgOOwIFgksFgTJgmC1IFgkVCR2V3vxFheiKPr1lZdnUlExmVgslsiF5nK5mDTZDbxKdfUQGhqGots1xCMt60G19GWtA7hc3RQVXsHMmT9h567v09W1ioqhN1FZ+XWsbdWwXF8W9YoCTlVLePHVuKZQcMM/qMwvh38l79Mi7TwmshQBsLgeZvKwE3rdR2PsxTKIttLSIwnn6LMv4oQJQ/n3X/5Knn0YbeF6PclmHE3jymEbKfh8ENvbuvm3LAhY7utGjcmgqnx47pkMaWrDO/EnLA8ms3lfWHZYqpG4tqHHsl+ku5YJ879OZO1+OgN6cMXgkKepabmZilYLBREZpyYRkQRajRuk5dpRs62IRiLY3IjuUdfxUR18VIf48CuM3d47sKBNyuJwNWnUbsUiR4haROx3dWIHfO/rXqiiNPhwZwnpQpM0iOZEEUFUQI6lkwwXpEGEpWBI10ZFwgNrYmLRMHY7eL3pOU/4oj5m/WMWm6/b3G/ASlPDYnLEJAQQOT1bBXqoKzVVTX7+KJLQsPQjROV/7kq6X38BgG898y/8He08+/2v45BEpmUNnvn3k6F3iD2FlbNunMComcV69uYjwN0jPkp9/bPU1z87QGmd7OzeA0m3kV9F0eD0/PSCREWN2bI1RXudzqGccfoBvL5tqEqITZuvASDTPTGt+i21up1VKq8igQCiEKA61o4my/wCPy7snJ6GPc0noTK7kv1d+2nwNwwYoyWO5NcGDSCX97EVSwdAF5EHFw58fmDHxImEJutBLSsrHZx11tkA+Hw+9uzZQzAYJBL5OQDBQZYIC4v0v2i0CLv9ZKaf8FzvAhHdXkQFTq7UPTgWBII80NpOZXAbvHp1n/hc6x0z2HhgOmNa6yC2nnVPfYjYvQtNyKDh3Dvo8EtkESBr61J27Pg9ss3GiNzuRKqMrFZdo5PlKQLG4rAqaNvfI7b3Zi6tvAOAkOznzdqHmVPaxPScelzDjAnH20lfNU+1i85TTgVRQJNlhrTrGrocsYNSrR4fWTiFMC/XVHHLfj+C0k2x90UmxHaQcYmIZg0SqbejOjTU2DNIf3+bE+VxqJFTUTWBf7fNoyrmYD4WZn/UiTXbjijAMk+AgFMkK1fBnq+SEfJw5ap3mdO8m56oMZHIffOxlxcQatpBp5jBAetQTqWFoDULV8ywCQroAoRNVtnw9uMIokSFqgshS7e2sKFjTzwkUW93ZWNz3tYVAAxf9C8+ekbXgiYyrBjPrSArFBjyzL9WPkPGgSUohvFsPGSF1iPJLcDH1W9ii9Qkw2EYnqBxA9zGUACQcLbX0bnkWySjWOi2Q/EfTkVDB8IhqGl9mw3v1aEpCpqsoCkKGWvXInm9RCoqmNDlocSdQ/ik8VAM5//z67ikPDRNTaTiRdNo9n/IjKoc5Jq9LN72sO5KLRh2UsarYISxEASBkTNmUz6+d/DY/ySmwJIG3vYQz/1kNZl5DkacYKwja/EvPf7jJxGoSwNESWDivDLyh7gHP4El+TW8/MXrsLsz0CQJQdP0mZHxKqh63ABrJETCoe2fV4PVlrR8F41XwUh5bmwfbAixs1aGvBEIhjW5IIq6SlAQEtuCqB+LhnT17tKnH8fmciWs4zVNI1tVCWZl48xw89Zv70E28g6l6377SZh82hC2fliv3wtRYPKpQxgz+5NlLM3NPYn8/NPp6EjaFzjCCpN2+5AUDU2AzEByhiWXjIeqsyGR20igKCqzurqW5uY83n64Ag0BzXAV04yZeeJ70zQEVeWnMZndlSOxzbm3T5viCIJAdtbUXvt8/p0s+XBkj8RjPTtEw9tA03DlZ5HxbhhrIAdBs6AIGoK3iYAzH68jhuOH30XYsIFc/4mscGSxvuVNxq5+m/fPuIhAdDiqqqKqujdC/H3PfTFFwY/AivEzacovRiAe6V9IvAeMOA9Azu0UZVXxnaG5SIKKoirIqqz/aXLifSwWQ2sIc27RqWROyNXdmBMGwz1eFQ3fB07is2p1aq7uzytroKi69Gi8yh0KNm+ETJ+PrKwQTidMnpw0Cj/xxBOprq4mFustrEXChnG90HPA0d9bLCEkKUJeXgo3Zrf+e4z00Da09NS2tWw//BO0W3MoiPmQZTtz5BHs9i7UfVe0AKPWeBBzDtE6+mWesVi4vapWjyjYj7OQQ9KvIxyTONAkM2N4cgnQaXFzZsl+pub09RJMtGNnJmo/mYwPZo6kSdAdCPxk0WaY/DgCq1F8K9kuAeONCZMmGV+NDyQfGW1llIYqaFUzqDISMX6MrN/O7uR9FwMKkyLVjLO0gQhnNG0CpW9fEqvZy0eanbOjrQwBwk69jriwcjgzN/yg1/aSej/b6vrXoMbpGSO46L7BJzJvdi6iZYB+zy1q+FWBrV21bO2qHaAm/XdS2Rom7+A/UpYKfZyLv8HJGGqAvu7TAPbaWuxAvs9D3f5SGANN8jr9t3MYk+qzmHwoG2hl686+EZIPZ9+alXz1ofQS1h4LTIElDQ5u0nsIX2eYrUsGVtn1xN8Z5vxvDh7fQnO58DucuMMhJm/ZkHb9ok2Fve8xWBoIgH/vnm+8S91p9Uf97tRxZKJeD56m5MzZnffpIqYOxMT5Q5h4lLL1iqKVaVN1VbWqRgjXLcf11OdTlrccNtsDyAfy7VBe0MqB1V1pn3vq/t3kdH0PXGWDFz4MRRk42qltQzeWJhGNVsNhUycj1MG9N/yAGnkoP1/3KrNP0IPlzSq+GB9vU7FjLcuK0tOMOYDi9iYO5KQThdpFGxPJzR3JKXmZAxdNHWKkF51PFhKrraXyhRdwTT8hZbkt9/8WnnqKbJeL73///j7HKysr+eEP9VQL7y18BZstwLBhf2PkiNNT1nno0ANUVT+I3ZFigCoaB7duxRkLs9CVycaWjZxaNAPaDoBmhCUwZjfLX9/P6rCLkdvLWdAiU2QZw/6IitV9MXJwGZJtPAAjuk9lxPpTeXnK/YSFOrZknMy4WeMNV1ewdtZhba+h0F3ImROKUZUCRKx0hN8iv+EinNl7yR6ykXLbTNA05P2rsaidRLol7Dm6UN60awTus8/Ul6QVBTUUonrbduqKyzixIMLlBfU9gzLwUSCbXZ7k6Pc1yxTscg5YNKJZfv7Zvh+v6Ke03MHJxUUoKrz7YfI23TW2FE0S2eUJ8roSRs2xsappNOMibUhZheScE8VaF0FVBLSs4WiqiEX0YB81lP0HfsR+YOnwx3k19B6rsqfijzopEgQ9QaSmIqIaySI1RE3BGpDZRxGe2AhGOOJZ1ZPhKPRvRH9/7/xbuXTPB2RJHeAOJw5qcWFc01BFAbU7RH2hhtWWSWXYhqgJiQlbT6+4uWV1bApaEAQ7VmsGPUolwmAAZDfWk6uqnB0I4i0doscdihsAxyetgBzT77tcUYC/ZIQ+ybRYQJLI+uijPj/JxSe0EfNM4YSykcbSZjJYnSCIOGNVQAux3FJOWXB6YiKkJ1DV0IzJStDrYeeyxUTDny4EwqfFFFjSwNoj18oJZ1XEXdVJrnGTCImNAJ2NAQ5tbiMWSdPGxGrj63f9mrE1h5hnFxmqKXocFiMjsmZoQTRDNafEgizY+FucBVFiZ92DzeYyOkO1R8eoosbCiB/9ps/pTv/y1/UfoqokZs/6tjGbVlU2vvNv5GiEOZdeSXZRcS/1oCDqdiKIxrahRiwbM/7T3ejPAFG04+poSu4onQoLfq4nqus4CHnDIX80iQiQxgMd27Ua687H0ESBxp/oSwrxjkUPcqahiYZGxngtvednAGTZ08sBlZExlkBAX7fPyppGbs4cQ2UrGZ2PCEgIor7dFdITUFovn49aNAPlrw8k6rr55WcY0m7MoI1x/qBnD0VAxGHnuuuu07VsgkD93ho27P4Hk6csoa2tkj27e0eyHe1y8Ie54xPaRNVQc+tDRFLLeMvuGnb6w/iPoq2VYCSe0/rx7umJaGRzF2KDL3dpWtzAfOA6JUn37BpQcMwdBuhBDYa4DQE7s6+g3arl4m70cts3xjFsSgGCACcqGo/evAxb5uV9yt9aPRH7/QuZm8JF3A6JaNm9mQ98JbEV+fX5WKIrkfOnY//pYtSgn1JXXy3wRf9eSkt2Lv92a8yd3FswvAP4ysebWeuBkoIzueWCP9EV6uL9fe/jEB2E234JgNNZxlln6mEazj24kIU1+u/ga18+AUEQuHX5XmKKPgAqlW6612Vw79euJ/jnRyjI0pekuqedTM4leh/2zp/+QrjrjwCcGjqR6PD38FgyuSX7Lg7cmDrT8cPf0KWln1w2nLPOHtjG7v5fN9Mi3Yz3FA83Xn1pynK/+tL5OCIiv5h/G7OmpBZyl3w4klkZCkMLb2PM5JtSn/hu3Sg9UjwS+9c3pSwmvD4NiFB55Tlk3fSTXsfeuv5MRq3VJ5A7R8Elk5t4PdLIuPDf+Od3+nfn/uOGn6LRgiBaOOkLV6c8b3tdDTuXLT6GOvT0MAWWNHAZGUyLh2dx0uWDx+TYv76FQ5vbDl8iTYmGRmNRCY1FJTw6b9KgXjbBcADXb+4GwD/9y9gycvrWqap0/6ySPKOqK4ffSSSjgS3hN1j69KPc+tzrWGypB84dyxYhRyOMmXsyRcNGpCz3P4G9x+y/YCyMWqD/DYDSHMAKCEgsuLb/8P49UaNR9hoCi2BPLweU3VZIILCXCRP+QGnJJYOW90UfAcI450xg7aZ2eoqPCWEF2LXrAQqvuAHpndUA5E6cyMiRSc+Uze+sprRU9yIpLKxhz2EKpppAiGHOwa+hwGoFwgT68TT7pAjGb1YbRBCRHIZXRBoCS1xFqaoDlxUlXQulKOnPMoNRmUW7WtjX4uNz04Ywplj/rSmGNa1kFRM2WJJF4NuPnkFLW4BXXtqDsCPpsjt28tyjk6srbkxqGGCK/QgrgGE3AWKKcyaDrenXcdYrZxHR4lnk46dKfu9XnTSKhTW68H3vq2v43udm8VI0AFJSPfyv6afxgNuN77zfo7zxdcLKTKJrK6hf8zGOzCoa67YgILCg7Fry7WW0hk9hQpOXiZUD3xefBTJlsGakMdwZqpTB7AIdEf24v7EObdLgdoSSOLCdm6dsKNmNdQRHzSK93qEvs3/xIJ3n6J6MEw/A/gOl3DfzWvJnBFN+Rju0BQBLR5orB8cyX1wamAJLGghHGt47oWdMT2LpWSqdTknqYXSr9GPNHumop/Oh8ym1JNd2W8b+g+7KReQAWbFy1r35L076fOps2PH4K4NlJv2fYOwFMGSGnl03lvrh7oXhHaClsx4HaD0ip4ppCiyqpg+gopDmYxrSv7Nd3RHGv6i7ba+fO49Za3RDwvZzziP7lltYMHIYkiCw9l3dcFrM6D1onXzuqTz/xsfk5jUQCOQAUGErptZI7BgVBKYu3MTWcwdex3Eb3kdHV2AxNCyxQTQsDkPDkiKdRE/iGhZFGdjjw2IILKoy+G+kpiPAeX/+mGA0+Xw+vFS3n7j3kkmIcYGlHw+t4sIMbr5Zz4b85g+foa57KLGmrSixzyFZ7UT9XTS+cAuZLWtxKn58Fz1B8Yz+A7H1QTOWcgZ1nx0YQ8eadJ/VkvfOqlhxKA4+vyC5zHrq1FE4X9xJSLPw5MZOqtuWUDi8kLYezYhZrLy+5wBTKudQE/0Hth4dY9g3nEsuK6Zq4X7ybcnlVEnN4irb0TP0j3fZAxnyNzYml+03PfUyVf94musefgVrVt8lcTlkw+KMDiqwJJOlffL+trhyPJ2H7Tu3Zi0nPfjV1B/KzAdvGulm0p19H2NMgSUNEvKHmt6Xlpx9pFd/r9xaaZSXBImwYGNr5lieX/E+5U4HDiTmFBehKSpPrP89a0dkIaoV/Li9k1PyLqK7clHi87bMGGv+9c8BBZa4i3VasQv+27HY4IRrdYElTTQ5PmCmJ8xqhmEyggDW9JL0aYbAIghpJvUzvrPAomSHGhdWAHIv+RyTRiVV4prhFiO6ewssRSPLyAlNYtXKosS+2h5ZqIM2By32wTvWYfJG/qL9lvy9HSwxPFJdruEIggVBsOrJ1QQJNIHQ+s241ooUWk5BcDgQLJbEH1bjvdVGpElfvjtw7y9RHvqLYVgugqQbjGOxIIgiSkcXbkALR1i6dCmiKCZClx/+J8c0cMDG5n9zSArqBsToQboELW5MrCF69ND50UEEFk3TuPqJtb2ElZ785N87uEvVBzDLAEH7Vr6/lbpu3bze1r6b5ntPwGq1USRXxXNAAtCy631IV2A5TMOSirj9hJri550wsDfK5av5dIgd/Gz8z/jC7P6XHx76wnhuelnX3C2plVn0hRHM31Hdq8w3m/zQ5Cf31AxeXRkgu4e8GfnQRZmt78JX/icc5Ku3t/POw9twZlrRNLA7LTg8ehyemJZaIP72whuZZ6TNAOiKuujcvZriOf18B0bfrg0a5yQusKQ7Oe6/XMGHb9N+RrIdeXaRYblF/ZYFkMbORln/LqHhM9Np3dHR8n0KTIElHY5UwRI3mk9TYuk5/0xLYBElrpx8PytzjRlu/DRxe9phuk1Ffv23eHnUaL74uUfZ/WFS5R/usmN1DByOPaFhkf4faFigx5eWpjbAEFjS1bCoESN7rH3wUPVx4ksPkpTmDNIQWMpmTMG/4xDuUHJgbS0uZdZhRqpCyKjf3XdZoLK8gtqqvl4jABZFZt3YwePtZAdWkn9YAshgsKr/wuNALlFw/WjlgHV6HTayAEdjMzQObkAuC/BRP8aIPZkyVe8Gy1gFDasGLAtwMBBk9gDHN9V209A98LKR7NVH4jcf2khOilvZlkw3xWJhBuct8SIWTEcYX0REm45VqMYprSV3n0b3o38nqjRhyduMYO1xbk1F02R0I08Ju2UfxEDs2oLnJxfStjaCGgiidHcnfj8A35w8hY4MK2+UDWHlb3VbCX/FKGS7AzQNa7CRM2NFiOzjno8ux14WgnzYunkrgZ1+IocOIXcY373Fgn3sWESnk5mWKBtkXQg7XFjpSZddpNYlMtmT4nkUkpawW1qWcv9zDyMi0aTqAnqWOIw8yyhERCbap7C7dBtbd1p5r8GJJEqIiDTu9iAMERA0Uf9DQMwTcUWzqavZTcYHPkRBQpIkJEHSPyeINAkCy6a1Ueqz4LOAVREoOrCKXFUvH88dhiCgCBoWoLVlM1FFQdDimikBDENdDSiI6hrYjvo2Gla8RWIk6NlVhBtxy/rEJ1LdhO+jj+hoa0e2SIgWSyLHnfNPf2TfkjUMfftlPKEYr36wpq8Lt/G6vdlPMPsENJ+FVxau1m3vgHpvjGybiN0CiqLh7+7mgGs4IwTT6Pa4J74klK7GJKFhSXPs03osCqUzlAmiyHb36EHLdZQ/woU59fzgg4/Y1foD5uaupXRvG/4GjdmXnD9wm/4/aVgADpsxDkZSw5LmkpARbC/d5SAAv183HgkGD5GfP3+Q0iR6oVEnTyfnOz/utZzXnzm0aCxTWbP6qqsXXH8h8wJn8sEr77Cxurc77ozcLCriKV4H4FBEZCJwkJFcMPYGnM4KBNGmJ1TTZONPIVC/g4NdD6E5oPRXv0KTZbRYDE2OgSwb2/rr3jdeoVYSETWNbEs+w92TQFM56N1MWPZSNGwEkiAQDQbp6OyiecRwZs6c2cdNu+ffps4AIy1b8LrcZFmtiRzZmtF9a8Z7WdXwqbBHupDUukn49bt9vcpSEQv2FkxS4RMzcM7TJyIR43uOaaOJyUY/UA0wGntjI9nWwbPuOp3dOPkYTzSPQGffyYsj0IZDdOE42J3Y565NRmLO0WsxtiKMjWbQmB8k3BamWq7RY0UV9ZjZt+melpMssFEegprGc5MfGeBZ1JI9ZYESo0Vd3euwV63GG60GQClvoCbPuMk9x9sKUlLqGcWvm/7Y/0ERAmVB/ZYbbJbfgn1v9Sn663wX4MGv/R1/6tyVhHwZ5NPBqKoPoOqDlOVqlHzATvsrS+CVJSnLxcNeKKLEnR+mToSapZXjzdOf5TXLDl9Q6okExedSqHTzgwFKHWtMgSUN4hPitlofbz+7ssd+od9ywQ59sFeUNAPB9Xgu/97QjsXwDlK1pCijGnFfNOO91zqIm6jBj7rLwQoMmctG5nJ19AOyxgdZ9+9XWV/r6yEhCUiiiNWiR4eNGV4Yx8qGJVLrJbSlDf8qPVCYfXQOlvy++XV6ImZYyTy1HNF29IWoveF2bi0vwxHeySmvXqbHponn1DYCN8WzL4sIyPV7cWZnMSXqYPGvnjfkHD0+yruhLJpUK3OtfsZYwmgaxDo6kCdewKmhOsYM3JQ+VO17BO+e/foyiiiBYEHQJDRiqERQtSiqFkY0liw7fvxHguM+0MOGy7LhrionAkwhy2iKgqNdX7u+d2UbBw+8blwriTzi+nsRhKmIQCQWxa5GyfFGuXLLwcPK67M7scc+p2E+WM1IhgxJPcRnyBW6wGKDrHMuHjAiqbB9A7WBbgCGZoxmXNG5ALTWZhNUOmmvaODUL08jU7qENXd+FxcRLrxw4OWSSzbN4m+eAE9MHMZFRTkpy230BLhg034qxYG9vCryXGys6evq/pvLJvPF2foo+ccfPYPozcWRo+HskdH8cOWbu0kgIgWZr43t91zWggPYbDZCXVbUUCletxtl2HR6KPERRStoGqomY6nfSpYRYyikzEE88adkBDsILP4poIIoItrtKEZsKPe4qYR9XSAIuGaejGC369nDBY3uYC32rTsJVzcxWitm0kKVio7tus5A69nGAop/eCdYLIiiyOdkjZW1fn5LPPuQzi0VRRwKRZiztoOK1gi5I62EQhquLgHJZsFaltEj9JBGy95assIu/JkWTs2/CUWT2e37iI5YNSOd88iyDEHRZPbI7wIwhsmUiUNRVAVFU1A1FVlRyCywY3NLtDd62RPbRsDiw+1UOVGbjoqKrCmoxj9FU5AjMerszQSkpPSTHzYy2ffKwwwte0+jpGIzgqSvXCZyAel+y8ZXpPGmNh6LugqHEEPV9OcnX0n2vRlBfSnUXRYmFhOJ2kR8WhaKLGGVY6hI9JzuCpqGT7OxYsgEirXecWp6/sS6e/yWS4xyzULvCYyEig2FEFbCjhw+S0yBJQ1C4aRqvWZVeqGYAbq60ovPIRlJ+RQNfnWoafAP9GBiZyOdMYUJDiu5diuvOgaOhRK0OcgKB3UvgE3v9zomG389JyFdUUgvjuuR4Xn7ENFaX2I7sr+byP7uQT9nLXTimpZ6TfaT8ruW5TQY3lkHe+RZSUkuQA6T7RZW1eb2W2RNzM2amLHcklEAo8eyNdTGRWm0R5OT6rmY0E6z9M8eBw8rbEgYhS4LUreIXNuIr3bgiLGgP/yyILLHUUJnNB1Xa71Mlxdau3yDlIXzjYxTk10Da62sbuM3K4IS7EbM7D8zuqqqhFpawK0LQnWBPayvqCS4tAVPvh4Uzrfvj2z64AVcxU8CI1HS8BKSDClBGUS7Zjc0rZFBbNl+ftEEplfkUNcVSmQMz3VZuXJWItwjXlsVFFTxzW9+k+Li4pR17frJIrJk/f7IKHiyolReP4OcIfHnXNe8dT33HLadoFROJ++qvnFn4nQ8fxIc0LUNHbGfAiC68im88+8UXD8rUW7F5boGdv7EyUy4IrUX3LbihSx6/CEKPCrTNvefR2nUM09jLesdd+iEyXAz+rL54RO/pnfbUTwqhdeMx16RuvfZ/JctZDW6mFQ6glsu/Jyxt2+G5WnP/hs0uGLO57hy3JUp6wP48lNXs5HtXD3iCj6/4JqU5c59fAEBKcTf5z7OrLEnsvLv9/EN6QVsMQ2HLFIUdfDkZS/yxB82E9l/HtO/nseJJ0xLWd9DG5fw9+iFXDemgOf26ROJ29o9RP1vomohZh2yU+zTx6HhVzWxbVo27dYIF6xLBqOrpYy/o1+fxduJs+EQY3OaeeT+vqEt4vzi8Tf5+yGY4fDwr7t1t+Ylu1u46ZmkHVx+ppPfXD6ZG5/egJSm/d2xwhRY0sCRrxF01WHRXLjd7pTrgfENv98PaIhF6Qk3DknkN2PKWdXlRxCEhLL08Cii+qu+/WJTJ1FN46/nnsGYHjM019qtPBvUmOpr44JMO78+TNyIaBJadzfhsgmIzrjtgj4jUlWNmKoiKyot3jBN1kLO+cROdgMTT9SXaPeMYqSc3ufq2Y8Ft7Yht4VQw8cmf1Jh/ljw6YPL9a6RxkxJS4TOTsYX0fftC3nYLPo4SB6XSq29gkD9Wy5AQWCiFGSyFEQUoEm1sjSWjVCaXsC4WEuQoevvIpC/DUuJHSwaqhZD0xQ0ZDRBRdSsCFgRsSMKNpRzOmBXlPzpc7AUZui5dSwSSFLv9xYLgiTxnVe2sUvI5poFoyk1DA9VTUNVNf21x3sN+PcuD3vao5w+spL548sSk934cWPim4jH4uwqgRYY4xx4gJdcOfqHRIj5O7D2I7A0b9pE19XXUJbppMGt30NNsjBh7mQObV6MTzmZTG8NzUDTukJGX1oNgBwd/Bm0pC2w6E9mZJCcXzkuG9edOAyAH50/cGwij8czoMAixm0eLi9h2KzUy8AB335sDKPbvwFIPSjHjWmbQ25aI3UUOXQhKvOU3no/LREEbcDmJ1yXlZaksFJw8820P/RQYrv1Tw8w5He/7b89/Z3AEAgHs/USBv66elSntzHX0f/EoldZw6JwsNw/MdFIzRGVqa0/xLNVr8EoiFoFolYNrzPEqUs+x1Wqbv8jKOk19uV9TXzHthcbFtbYVE7Q/IjAxhFlnFYxirJ5bjbYniNil3DQ2/i7gv4mKQOfNxL0A9mEAn1zE2U6LOS4rNR1hrjxaV2AUdN0PDlWmAJLGvj9PgJZurHg9+6+e9DyBw4c4Pnnn8flTj90/HVlBVxX1v/Msj/ebO0mKisc7n332zlT6dk1rF28kiWJkO5wxoWXcd3Y0kHrn/WrxbT5IkhH6tKdLka9+TdMxDk2b5DC+gAut4WOmXvdyUNP4e3q95hbOpfbz35i0PK/W/EKmw/+AtWRxZ9+dUOvY3/op/yiXS0sfXYDrsy+WZr7w5LvwNU1FlfXWIZcfzLCAN4kcZr3bEQuDZJ1wWQco3IGLb/+wzC+iMylJ45nROHgKSQ2tW9gT3sLs/Mz+XzJ4N9Zk1jErhZA8SHLAUTRZngI9f5NiZIFIQqaA2LB/tfR619/nQySAymATJTPb78F5sH9rTfydZ7juxvAka8wYcK97OIZFFlGVRV9KS0F8Z+4PMhPK560MvwpO+1wDxf3wsKBIwZLhsAipcgAHkdQ9a580LxixuDdGnaztPkFREHCJY1krOzl5O1OrP/Sg6V9ZTJ0Rx20af17/CSr0wfunt9o7lVf7CWwkO7S+CdksB4qvkgzUMbwOAmBJYXbt6ZpeBfVEBN0zd1XN+mB8TDCc40LDseCxA7XgV6Ns9d5YWBHHAByhDBeUddxn5gxg3CHbjAuFxbxtxG5vLd6BgKz+cOpP+W8097mqX3f4YZm3Zbl38KCHvJJ3O5y4N9qZ10tWCcT7fGbdBpL7r6wjC/c+7vLdpkaluOepqYjW6ZJujUfO2lUNX6Zr7d0McKZ9Dzp+fAKwBcmT+ALwDd21eifS9dzyeiUUwWO+tTEq023848bPqc5UzlSLEask3TTrIuJC0ivPSEjWaLTmqb9Ta/gPOl9JPlVpfkdG7+FdIXSsLFM5UiRjfpw4pFhu7vX8tHyeIoK3aZCEGx6xF7jTzOUhPU//gHt3mwEKZ6BWdcIZTY0oAKejKSdk9jD8PId6wjyxkVgA0TDlbz36PLEMSUWQ7SnbnNcw/JQbQuvt3RhFQWsgoAl/ioI2ESBLiMsesSIDn00XDzd/Xho9SR+jZZBBBaHTdeU5ObPGrCcYAgsFZOLOHl5A7LkZN3Yg3y88DVO6+i9hJ1jCxPIGNgrJG6cbysvhxpdy1J9Ze8lJO+775F30004Jw6exDMYDB55v9nje9A0jagaxSbaEAShV11iGu7P8ee/p+2eqqiEd3cS3NhCpMqDFlYoryimy4hzZVEt5ClZlEZyuaX+AgqCNrZZ9hO1QGcsExXIzRkGQF2zj4VvHeTk+UOZMC65fB9vpkdzUqxm49Rs/E0Saau4EUlTCFpcidRBGiLL6uaRvfpUMvLKWTJGn+juWjecaMyCVZETgf+U7k7+cKVuw/W1xx4hM6e3pbHd5YRY7x5jfEn/y3DFWXYeuPKEfo/9pzAFljSwH4FnB/xnBBbJGMX+UN3/uvFgnxuMjoBuDlfV7mdsSXoGvkdCIhhf2rFtjDfH6J7GVcD9BeIbmPTaEzZicjg/icFwmuPikd6a+BJIukJpOHZk15CdNR27vYRIpKf7sYaqRultbmkQA+1AO1F/aq8GX3ZO4r2kClz0cSn2mIg7bGHE6r8CEGlrIb4QpAkCkUgUqz21G/8Qh26bsz8YYX9w8CUkuyj2ytV0pPTMgP7xxx8n3GAT7rCQeD9E0wfOpg/30bJW1/I2NjYSiUQoLi7G5dKNPTPri+gauoiAtoPOre/T+3epL9hpmorkaCJYYsfhb2XC5QJvW9vYnu3kN239JxCsbXmana+9RTL4glGX8RoNBak4PYi1oRLH7G8AYCmaiGOm3mfG6taCKtPx9Ea8IzqpUVtpy9RTG8T7x/hrW1sbgUCAK8MnkYmTQ498hCL01c6EjeULly2fNSGZxlVRVm35B95oN4WBCjqdTchSlAyrG0kUuVzQUx289PeXeD3zdb0SI9hOZEgEJUtJLOfWCHpo+65VzWx792NsikaG1Det6/3ynQSm2CkZXUl2Rk4f4TUeROKZW5bhV1TWLm/igyX1xNr139fSjZ286/YgO3TNRiiUA1YIY+EPkZGUyAHqrYDU/9gzelk7Bf+2kE0HzdoI2isKWD1nBuuHT6Cyo5lLV7/FbeM/BmCjfyifP+Mx/ry2kWGBXYhGQlYRjWD+MGiGgxkjufTuxajA1nD/z0BeTGO899hqywbDFFjSYMgQPRdIUVF6xp7/CYHlxyPLeKu1Wz9Pwi4d47z03ga21HUR8UQZPSy9PDZxLMcq0m1cY5JuENQjFHAGIxaLsXbtWgKBAKIosjOiGyKGoyky8R7OEc6u4xqW/S0+Wr1hirIGjoPzn4gsGTbsiA5X+6Yur1+DI43lKQC7vZB5J69EVWU0LYaqRnU7HDWKqkb0VPeajGbkvaLOj/Vxt+7RpCi6K7Mig6KgyQooMk0NDRzatxtBjjF8+HAyvF4y3W4yM92oipEPS1HQNJV9e/eiOFwM9hP7+cgyFuRlElRVYqpGVNOIqRoxTUPRNKKq/hfTNCKqykk57vQ1j4kIpsnyFsNbRlVVli9fnuKDOl/iVADyayzEn+hcjCXdahL7mse/jmfoUgACqeU9KLTTVmhn/L4u8rsjXC3D1aHUBtRCYRNSRmp/XEsOuEpBlg5gjfU1zrUOnZN4n1UD48lnnX0H2gAGKEEhQqbmxK1l9zsfyHbqmomNAZkWWUOS88gOQLZxX8p8vdOntJXotmnuqJvDwgLR6m9lbfHa5A7jp10ScZMHICW/N9FlwVaZhfvkMhyjBreHAXBIAv4YtDf1DTbo9GeDX1+mcjuTArwsSNRbB3Z1yGyIYmsRsaEwknoyPGGartTtkGrySyi2exJlZ7jrKNM6OGirYJ+tt5nCzDY/TehlNx8mqEjAz3CyBpnRiJwTstL95kFck9NJfHpsMAWWY0BcnagOYpz3abi2LJ9ry9LPjnz6kmVUtQcQ5x/ZQDus4OiFve5FvANPd2A+UgFnEA4ePMjixYsT203OJiiBjs6BevskfedcA9Pk0VXrdV0hZv96CUtvP41/baxn6d5W7jpvPPNGD2S/lN654p5FwhEG+wvFjlBgSXNJKI4oWgBLYokoJYObxeBcvRqloYHJkydz+eV9kwT25Fe/+hVKLIYySPJFpyRyVsHg9g1HjLcJnjwbPHVgdUHJZLj+TWw2O5dddhm1tbW6UbfxB/TaVlWVFZt3U64UkJubnMV3dupLN06nA6fDiYaGz6lrWgUtC7tTvxYBkpogQVcphELVABwqKiHMJD3irSjpofoF0fC9FYlG3iGWrdAZmUqWpZKE+b8g6u9FETSBMIvQrD7y84aQM3kUkQMHiLUEUAM2sKjIgobkdmOrzCOyqhULEpdc8rnEb7SnRgnAarXy2guvUqrmMLa0mLy8PERJMhJ96gS7u/G0NtPS6QaxGKG4g6LZ2QSbNCxYKC8vwo+PmBIlqsRoM3IJ5o0owF5gRVOheYO+zF8eLGdx7njiktEtO8JUqrmMCw0npmoEVcg9qZTi84YhOY/cfmNGsYPWtjDPEaHBvY0ceyOz6s5nd/FqTpk1A9FIKJu/+TXKrE5OjmUxZ+hJIMRDKuj/Ke1tPLAvRkNmEYXBLkbR20i2q3QIq0+bQWskyumLt7IkcxY3RJJxYXJivTVoNlXmVpuMkCnyNVxUuUQqT9CNv0VNXyadmefGZRG5XAPFG8H3YR3aYIZexxhTYDkCfD4fXq/+xffXycTf9yyTLrFIGH9nB9nFJQMaCH5S4kPe+urOpAYm7t2R0MhocYehBNZjFOk23v9EDnSjRRT9XvV0NTHex/c3VXnY4I2R8WE9I2Jqj5DX8fue/Gz8eiSLyJjZJbhz+6pV//HPlzikFBDBgoiGL2In2h2lXlC4891XsEkCNqvAmFIBu1XUI10Kemh3SZCoDeyhskWjqMvH8qdfwyoKWCQBVVVRFH1mrqoaGNmvQ7ubmdcRYlPRGIJWJ9/7w9+oEFopwc6rT73LvCun9W5gRKbFsYlddifOpXHXxR5fTjx0uqbHiZBVmRA7mJQRpLRqMjSJJDN4x/+0XtsPWj/GQZTWlytY47Ia4dGM7ycRKlxEEyQ0QeQqj58qKRe7NFCc12NLfGBLZzJgsViIxWLI8mekxt71BniM7y4WgLo1egbw4glMmjSJSZMmDfjxaDTKr7f9mkNSKz+69UfYBkhW+s67f8IBOF3XcOKJfV174ywxIl5HciRGXPaCcZ4YNlvvwfjtd6bhdPpwChcx7/TUuWh2L7mHRp7F4nBTvbsTze8GixshUyOnJYAIaB6Z9kA38YXltvZ2PF4PeXl5nH766YAeAmL//v2MHj0aWQ1RLcVYVKuyqsaOJoicVCLxt2+dicuWHLK2GVmYtZZ8Wt4CzRJFkGJ0b2vCnWfj9CunsPPjBj3InKBxxRlXUlJeyENLlgO6wNKUlU84MxmU8YIuL25Dq6LOLMIuCAQVja69XeRNyNeXskUh7fxyPrmVClsO3orHqMrYB8Dmcj1NyuSiqXxz9sUAvLv3Xnx53ZzguJTPX3lev3V9Adg7YyZqIIDtssuJvpZMWJjxxSt5fMMOdq4LcuuOAOvt47jUdQ8zxH0smzafHdm9vdWiooUvzxrHxnAzE3Y0kZHrYMFF41JeR6wtiO/DNBMkHkNMgSUN4p1kKBTij39MEf2wHwYTWCLBAP7ODlprqnj3L79L7L/tpbc/WUMHIK7Q+O3CvUf0uWPlJSQYxqeBdc0E1g0eYn2NJ0ZYA39biJbXDqZ9Hk9rkNOv6+taulcpZJ1cmdwhV0BQNwx9qYd3oCV7A86yV/t8vrJF43d/V9A7vh8P2o64snzx0OlY5gh803JYVMzXe29GBYFvVg4hJIrQ8Mag9QNQBA5VZcXHryClIStfFJeLA5sgMHj5OQBWaOo+Hzg3vTYdZeKJPwfTmvQs+5kILEpMF1AOxz64N1acnu3umfA0RWkARKmvUFNftYpde7+KHBiJLQdkwULQY+fuwzwep4+Zx8VXn9lrX1Y/UZB7Eg1FwAVKa5SCvakjpWZ260seKiorVibzW/WbNsEIHLhLKEmkvljVrPDqRzv40lnTUp5DkG0g6zK9r1nlzT9v0SdhJfrD4Fdkbn/yGdx1VYnPvD9pNhmREJUdzYStNvZrMcaThQMr9k3J1BThjS39Og0XfOcEHGWpv9OAHKSQnH51pBmfIgDm4ckZK376IyqAM4DtE25ifuZQtkZLeGTBXNT8/pefm8O+xMQn7an1Z6tgMQWWdCgpKSEvL4/Ozs5+jePir4e/nzJlSso6g14Pf/1q6sBER5svnTiMZ1ZV9zYWFJLvBUHo8V5XAE8pz2ZIziBq/E9I5qnl+jJP3CYlrv+Mtyn+QBr7nRvbCPt1V8Kxc0sMNTcJ1Wnic0YdXY0Bmg56iIT6H6w8uWOhTbdXOSFPpqPbSygjimizomoiobANfzCDHGkYM4ecrIdx1/RIl4qmMLypAzhExGqhNW+oEYukx29C0CO/aoKIJggMa9BnVxPDNZxhSYa6D2tWOgtmUnbYffbLIUKibgA4U53c22am11sBiyChaQpr2EpYFImOPh+pegWWqBemXWPcE7H3XywMW/QQ7jsKL8BvKzSUWsbSm6FjETTV+FOY2PE+WbF2Sh2DB2M7VhyJwGIxorWmU/aoUrUcnkkRHtCZnu0DJAWWeOLGQUoDIIl9tYl7D12LIyLw1fU3EMFGdHo+8wpWMYHeywSb9q3g5JaZ5Bfn4HTqdi1W28BG/e3dAXCBYGS8VjWNmqjuHKxqGrKji7xYPsU97J4s1jCqYkFV+x9+JE1FEUTEw0bHnbV/YdGi5YiSxqTRL6NZXybS1g0Fp1JcOYpoSGbE9AJ2vNVJLPAOglSAxXlS4vPPP/UYPUULZeRYbupuQNm1LbFvoxs2ayILAnPIzcgEDbJSJLEE6FzXTNklo1Iej9sXZlmz+N6M71HpnM6K2u0Mzynh2qkLUn5uMFw5OeweO4Hhe3f1OTZ515MAnARcVDOdb99+I16hr/nAq3W7sXrymAC0RAcW6rWIfg+0NO3djhWmwJIGTqeT73znO0e1zpC3f6t8cdCO6ZNx/UnDuP6kYcek7k+CfXg29uHp2w0Md1joer+WqWcOZd7nB8+jtH1ZPU0HPSmPF+W42WsILK/f8bk+x1/fXM/3XtrK+PxxPHrm9X2O+6yLqX/6FnImTWbaP18YtD1P3vMoJ/3zz4wUe8/T9p7+OFNPu6xPebVlByy8Coum8dQNg9ff1FnN2W/pg2TXoQ/IjM/Ot/wD7WddfeNzBDsTAsuky+/S7SsGvYhzoK79P2IQnIq4EHLw4EF+97vfJTIuC4LQKwOzIAj4fPqg+x/VsBxaBs/2/T0BcNkTYNcXRjZs2EBHR0efSU7PiU88Xouqqjz99NMpvYkA3O4wOP6PvfOOk6K+//9zypbrvcLRexcQFBAVeze2xK4xGhNNNJoYS4pGo6ZoNNFEk9hiiS2WqIgoSJUmvcPBHdxxve/ebZuZz++PmW13u7d7CGK+P148ltmd+czsZ+dmPvP6vMvrDS31X/DFZ+Eg2i7/Qn7SaGr/PJR1Lz9r/yNKVSc780czO7WGpq4qDqQewGUz97nltZsZOnQoWe4BjO0Yj1Gxn32734ye5ZhfjASktWSjGrOpCHjZkr6fhmYJSUjoig+59l0kXSfXUcJppdcAICPzTP5ZvDj8u3y5+kK83p4ZiDfddBO1+/fx6vtNUetL0huQLdPhxq1XILznkzeqCVvpYo6Zlc/o0ZcghM6uVZeSJjWSNciFkrKSnA4VZ7MN4bcjgHxaKaSJlj3LOEBxqFaUQEITMuVGCcsG2hk0ohAk2N/mobK5i/6pdgamOZEMQca6evojU1DXScfiqgh3NoRd2oJsPZuGgMHx9jPIbS7GK7VxrFKGcMHHy5aE1O9EoB9ZHhtbfG7eW7gsPCELL5CAIiHIADq2LmP8NSdT90wz6VX1GFPHIH/Zk7xkdO7lEu9/ea9lPZ6MM/BknhPa1uzNQvOYlq8cv8GWZfvNcUIGZ6CF/qk+K4YGPHuPLFEJ4ihhOUKIVwW5ZHjsmiH/v+NQPyPPHl/C0t1NnDo6vspor/0JxlAkmS0y0rM+5vp9X86NSVh0wxxIknHtAFy6+IHQ++tLCvmsqiY00DW21VGY201hN3Kmn4Q+xTcFhYWFoQybzs4k/Fgk1jo5pFgUQwZ98Ilw5iNQZOqQNDY28uGHfXP7VlZW9rp9wkRLUydlGR7CLhfJCWAGzq/N9DG+0cOEPB8XDBzFtDlncckTV7MzZ0PUsba2buWF8t9QHEgsZNmfIqiB1oJFbNZ2Q+QcJOMYMrZ/SWtEWnuh/VbUiofpGJ6F3e7pQVhOPPFENCQmHjeD90vruee15WxsdzK9+EvG5u8ItVPsGiXTGskZat5XtXVrqK27G4ChJ0cecSfpRWAfoDNrVWvi8HUJUODEmqHsO9AzsycSduCdShCVsSefAEva7IAOKwrpWBE/7upYbuJY4LXjK3lein+9PllSxoQ9O9FW7MC9YkfIYhSLrAA4nG28tuQ0MkYvRA1Ex6C86Va4QDItJxPaDfhwX9T2Xmo1HjEcJSxHCJkFsVOkz7j5tq+5J/9/IkJq6uAOENwtyRifYYFdtMb4ukHDxsRsr+lW8clejlnjcfG9JX+gtm0zmjdcSfdEryNqYO5BViCaaGlJunjCYjjJtT8MKC4u5s4776SzsxPDEnALVl2O9T4rK4v8/OQVpL8yzn8Knppivi+bDtNugvGXRDXxeMJibDNmzIibKVRZWUmjVeU4+Bsig40j2x/YdSKBkp2kOdJxpoTdQoYumGjspk6HK2ofYlHNSxjem/hz4Ek6FrZSkROuLG3TbYx3jkeSpCiy4h9eZRoChBRycYQC3GszcHhy0N0DyVI7adeiXUi6M5VRuS0UOy9AxXw4njkjixOP+ScHti6ne57x4sWLQ3EtBXnFnNam8uMzHol5qm0p8S2o3eF3KNQ5hyMBxd5wrbAqSrDb7abbE4OCgOmGHSJaCcj9kYADRti6UCQpCKBJ6PiBJgTZavcxIPaY4M5sAhF0vVv/C9OEkerOBqCfqxhHvWmFjXWXvXXqOUhAf72WdDoRhqn6FllTMbSjBJ6TDPoZbei1N0DxC2i2QejqOGSjGCHDmnSJpbkKRZ06Nk0gC0g33BRJHRgoSJINcxQywNBIdSwnWL/qSOAoYTlCUFQbP3rxTf5y3WWhdT966S3szsMTM/J/BYcqBLivWdU9YO2YbHpzSv4gWjFnmlVXf0FWfgkdDVVMGD4xZnvdIixqL+Tg9LfPQDKiNTQGFZ7Br679I9zfhzRdI4aI2zcYaWlppKUlV+Lga0f+MLi/9wdpMKYmPz+f008/PW671atXM3fuXGRZ5tZbb+31mH/50Uc0VZzBoMsKmT4nOvvI+/haJjeY1oLyMcV8PvBnMY+RQjovXfESANUbTdEx9yw7o869Iu73bvjTZzg8UNJ/IGfecCIf/PlnrG0J/226Bo9hHbCOWVzKh4ydNJ1nzp8FwI9+NDnUbu3atezYsYPy8vIQEfPsTSfFU0rz9jPJHrIUSR+BMHQkWSM9dTqB1E3Ewojhr1JWdhwAvpbtLNtgKr2W3P1lj7Zl3T7XPDiaUr2Gm88aw/QTz4j7uyffM5cWIci9YjT9J/RipbUymWacVsYxF8+J2+zBh1eQu9/D2UOHc91Z8V3eZyz9Lz+edD+PlDbSv+oHyHLvA1hDyxCWX3KV9en2XtsG8cfHHuanrt/xhT6GGQ+uMFc2lZtE3JkF/Cmp4xwOHCUsRxD2lFTu+Pd/0fx+bM4EQmL/v+OgJ/WxCUVI3C9incfjJSUlyb+D6JtLiOwyYCWkZFM21HQNZGbFFx7Z6zLNt65ehPu6kxWAyoZP4P7EtZCioCdLWL4qy/vmwzAMFi1aRE1NDQ0NDVx44YUMGTLkkH5HkLAkCqT1+Uwhr2RKAAR1SmKle5dNKGD+O+V4DNhRGi4zoup2jpGPZ5OxBp/SxeyMcIZQs72dPH8WWv8Ej4ggcbf6eOaNv2br736LN0bR1Lc4F1fxmRwX4zBTpkxhypQpCCHYvn07LS0tVCzQ6fDoNG6+mNHj72L87IFR+3z8H1OHJy/tTlyBRmxqGpMmfR+nM8LNZJjWQynJa1YRpjXFZutdYDNkxEjwp8myy7T7DTJzeh9Xkp2IbdRMaf2P2x18PwFZ2br1JBq6hvbaRgjBnpfeoIV0jP4jsaU4sETOUaWvOVg9CRwlLEcYkiz/nyArQgg2ujxoQlBgV0OiVQIzEUggrKVZB0kIyFIVSp19U96t3dNOTXlbtOaKCGvKBL+0pdaMb2hy+1iyqzE0sAQtIuUNpvDSwh0NDLrnQxAS+SlNTC9ey3mjJ1K+fQwjkAkEAuyqbsIv2bCrMnZFxqbK+L8w1TG71qzBv3+/lYljmneDYk/mF5rrtWZz1q0RoLnyDVQ5DZuSQVhQJlgdSoAQ+Fo3MlCyI3lzKd+1zYrhE+HfbQiuLfkZy/a+Dpi1jSQk9juiU8S3TLgRaesCa1+BwAg9ZIJhtp2730ZvWx/qSkiDJTTIm0vVVccBBmDUdiDZd1s/r2e2XPdlWlpawiJ/3xTMmzeP1atXhz7/61//4he/+EUo2PdQ4MAB0+1QX997Bk4w6DZxhlAYTmdPonDMqQMYO7uUlupO5n5mEpuf9v8l155yWY+2QRiSJUKYyOXZzTVqS0nnrl/8Bq2rHUWRkWxOfvNwuBzrvHnzOO64WJTFhCRJjBljuklT3JWsfM9UqV3y2h62La2nZGg2x5w+gIxcJ8LKjLLbszhh+g9j/w7LephsZWfZqiWk2noXiQvqp9mUJKlGsowkyX5Wu+NfOz5vEY2eq2lprieg9v5s2bpwJcqjD5ABfPe0u6lNy+dUWQM7ZMc6BUfTmo/i/wIe2FPDM1V9D9N6feIQTsrtXesBCN3w9RUdvPvHdUkff2VFM794PoHOi1Vg7ncn/Mb8rH3EjMLBXFZ1JxdW1nH6Uz1N/L9cuYVgwuSe0+ObjrvDZfdTuffehO2cgRSe3vUYipYKe2Or736HwXyHe6LWVdtrQL4p9Hncpn/Apt4tLmnLX0ii5/AOZ7KJ0bBsr/nqA6666iqGDYuf/unduZOGPz6GpCjk/+Bm1KIiJFVFUlWzCGLwvaIckqKD3VFXV8ezzz4bUzvJ6/Ue0sDdpqamxI0wCwFCdCG+uAjp/MU+N3a7SvGQrAge3fs5lKx7onvBQEPTady8h5T8LDLLisLfG3E8WbVhzwzHwNx///3MnTs3iggmg3Gz+7Huk/34LWmCpio3TVVu7E6F4y4cGgp8V2zxH2O6ZlohlSSTXIKExW7vvX5cwPrhCbVvE/xd+ooypY0qPZvxxHaH+f1Ozj77C17/bDUwNxxzFAfLtrVbxR+gzW5e4yNtZlzTCH0n/qUfYj/h3EPS90OBo4TlKA4JNnRER9SnyFJI20XGNDTISKEY1ZZgbZ1OHyclIck+dHIhVdtb8Ht1U35FDs7grQaW7on5VqK1y091h5fydLP6aOSDSAjQdIPaDi+dfh2RbScwLlofw5tVQWf+FibscLI4O9olYFdk3hs2mxl1Zv0hOTXVMnyIHq/QeklgKBreSWGTvaKbFpNYQ5mtM9ckK0C7GpbhDtWNkqI+kRXIQEGm1F9EVW4/6K5bKwXtJsH3Emm+VhwiAE4Jm9TNlRDRqeCZa+rMAh0yM+ykpef1KF4Xa+lyufD5fDQ2NvZKWCouuDD03r1oUdx2AKgqzrFjGPTyy0i9qL++96d1HNjZBkB6rgNFkZFVGUWVkGUJRZWRVQnD0KncX4ndmY8vpSfpToowALt27WLp0qUIIXqkWEd+DgbSArzzzjuhNOVgBejga/16MwMm4JJ5+ffz6WzRSM8zH5Gh69kSVtI9DQj/Hta8aWPrR9bDNkq7x3w/uMtPWkYG/1Y/4v1Pt7Kn7iN0w0tJzjT2aKYVbFx6Cn/STA2p7I/W0bZ0G0ZnA3pbFz7dDLgMUM+B9M3YfGY/dh8oZ+5ry+OeG73TitspTj4A2pFq47t/mEXFxia6OnwsfcO06m2ct4+0FTVkjm/BD1QfuI+ayl8g6TKSLplLQzJvEpsOOaBqBjw6wDxZ3TWJgi9ZJo82AO57fzvtC3yYwrYSiiyZS8kUbQtW3Wl/eQvbcrpC92NQBwrJvDuFYcbzrHxrN3veKcdWkoYUWTnc+jM6ms0jvrO/ibl/a6ZocGYPvSwJQNVBhlQhI1AAPerP7PFk8uSTT9LmclGbUkuVYxs//vhx7JIdWZJx+wzOHXksa2vK8Whe/P1VHjvvIYSkIis6GaPuZnmN4KxtmZTqOuy8CfHZOeBzQ2UaaWUyR9IfcJSwHMUhQfCmeXbsQC4oTCyOdfPWSt6zijcmg6JBmXz7vuQl4V9YXsGrH2zj3PElPHXF5B7bd1Y1cNWzS+nCyT7vJfAlbByTQVN+eGY1b9XnuCZIXJC1g/f3/zm0/t2bJlPeOoGz8ocyY2ger90Y38QdREPDJ2ze8kOysqZwypQ3E7Zv3baJztWmZWfsQ7GluiNR0+jGeGw9hqQw6K7YKY7dMfDzlfhwsnhiBiNze/d1A3Q9cRe0wawThjJt2reT+o7333+f9evXEwgcQrE5TcO7cRO+ikqcI0fEbRYkKwDult6rMDvIQw2khwjLMcccQ1tbG9OnTw9VRE6ElStXUlXVN/nyTZtiz5QjYQtk0LHXrMfU3ha7jd71OUJvoqOWbnJw0RgEDCKXT9K3sktbG1pf27qa4K/c64JUMRSNfPS24bjboGd4KmS4w/eKr8uPZ5enR5vuqPZVJ2wTCUWVGTalMPR+zb93cmqmSdo8ewL4SwGbwLCZzuZ4SPPo4O3tzIRhCIn9XXYau9y9tlOAdKGS2hI/wF1FAwStmvmiMnahyeC5d6fIrB7gIGY1cwBMAThFakWiZ4xJQ8NgWltbabW38kXxFwBUNWyParN05bPRv2PAeLw1lyLbmyl2CR55SQfSCTmd1gfT5LOw7RHEn3YcfhwlLEdxSBCMDRECfrX7ABtdXfxmeD8mZqTS5fNxzYefsi4lhxF+NwYSm7MKCMV7HAaEi+TG/oKXl+2iUTPnCncFbuQXtn8zcdaHLNrVxuLFC5AkG+Pq/0tgexevnJJKPxo5QAEKBv1yM9jT1tan/oT7kZwTWHQdfmexYSVNK0laEIKixIqS/LARrH/j98cP7G194038tjSWzTRjHU5edEtodpk2axb9n/oLQtNA0xCaRuUVVxLYvx+jo/dsnKGTC9mzroHCQZnM/s4IDM3A0AW6bmBo1lIXtDd4WPXfvdgkJ9deey3FxcWkpPQ9Wy9IymbOnElpaWlUmnVkqvWqVatoamqisLCQiRMnxrRMCSGo3tXMgR0dOD1FOAp9pOVEW5MiL+0DK01CltNvKqmZ2RGtoq+jfXtWoPq70O1TGVpSREXdfzFEgKLsKVToJjEYneYkd8/jePTpgILuzEf2tqOLfDzGbDqU/VRZMVMCgY8AO1L2o5TGt3ZVu6rp1DpR08C3tx3HkD5ksVmo2tZCpwHLXBq5qkT2mnEUzF1N5rnnkn7WDIThR9e8ZiVwQ0MYAQL7d+D+bB7ZLhluuhkMHQzNDMbVNRBmFXAMHYRG3fYvWCtGMLJfPsMcWRhCoBvCWpq1u3QDamvaGS/ZqLTtoyg73Ur7jjzdEpKA7I4mfIaNdDWHVDUTNdeB7FCDTULYWeOmPFchs8tg2i4vuf0tF2Sw3pv1amtsJjtjL+MDnQRyjzO3C4Muj0ZjwyR8vgygFa8Srjqfy7EIAW69loAaTRhtAcFPFmxgQN02lIxctMIiiFmEwITBkc3O+0qE5dFHH+Wee+7htttu44knngDg73//O6+99hrr1q3D5XLR2tpKdnZ2wmM9/fTT/OEPf6Curo6JEyfyl7/8hWnTjlyRtaPoG4L33s3bwuJDZ3y5K9wgtz8AG1K+ngvesAb/WK7jlXubeWVj+GG3RxpG3bUryCwdwEmlcNJJJ/H6CecxurGT0TXgHlvIG2QD8J8bJ5OdkQqW6Th5BAldckRE6lsscp+rRwPomKZpVUouqDOYGCUfYsKiFhbQnhWet7VnDiG7w4yRKbz758jdgtKVnGwC+/ejx1GLDiJY9LLfiGyKBsWPk/J7NFb9dy+GLijrNwD1IGu8BLN/BgwYwMiR8QUgA4EA8+fPp7i4mJkzZ8Zt92VnBW1rKxgzsyRmPaxIPH7F3xE6zLzsEkYeF7uo4rz173Lg0QUAnNAp8++O2ZT1n8SHJ56Ns1sNos7VfydLthSWdSKCNX7PL9TbUbXo6y1N83PX9Q9FrRO6oL21hSc++wMrZDM9dnzncBr/vol+D89CkiWWv7WNutVf0BF4n4oTJ/Cj2XdQkNdTRr6r08Oe9ab1q1kXNOsChl8FXMWZYgf5U8+P+Zu9i9+lYvUCvGk2OOt3cc5eGHm/zuUceTXHXjSCwn6D47Ybc9d/WCJJ/PCiY5l4TPyigWu+eyOtnbUcd9WdjDrvpLjt3PcshzofVw8tYHIvf+sXf/sJnVWDSB0/hDMvj3+811a9xhc7vqDQKGTB9c+H1n+4cylf1uwmVU1nRH4pb7z5fY7fIQAftNVCAgOh7j1yZTngKxCWNWvW8Oyzz/aol9PV1cWZZ57JmWeeyT333BNn72i88cYb3HHHHTzzzDNMnz6dJ554gjPOOIOdO3dSWBhbYO0ovlk4TIaSr4xY/dpVHzbLnmPfRoHcSXtTPQwewKa9NZz/9/WcUjaViY3l7Mgp47XWH6Ej88T5g5g0tN9BdiRoxUhcZRhASjPb6/bezdIHCyEERpCwJGlhCXKtvlQTt1nZFr25hDJOPpl+Jyxnc6v12R0eNe2lPUXvlAyTfOgdsc3rQah283dpgd7Puc2hmHWfBPg82lcmLImyeoKlAhJlHulWKoqiJhN0GwxAjf/dGxbNC/GOk5Z+wT5XCZ8Vz2Tl2GpOKoqO0/JLNtLo6eLZmXcBarPEcL2EzIZGtkh70NKzyRkTtpgIIdi8bS1Xfnl9j/3HeYbh1Tt5/PKetZayXt/Im8vP59zr3qdhn4tNn1fj92goNhlvwI1CbKtXR1f8iFpRY9btkkgcdSsMA5uVyquoCcNpzeMmMBEHrZF6ApdoWBeq9wlN+Ot6bxc8TveJzLkjT+DckWYc0to9L7CnuGf/hSzQ1RQCchop3m4B/4fStXsQOCjC4na7ufLKK/nHP/7BQw9Fs+rbb78dgEWJAuci8Pjjj3PjjTdy/fXmBf7MM8/w0Ucf8fzzz3P33XcfTBeP4iuiuXo/FRvWkpGXT1q2FZNipSebZkhzRfDGyKo8QL6u0J5fQuAboNPx+U6z0up7G2p44jvHxGwzSG6hQDbTnz/66COe/WAZn/nNmIgFA6ayYMBUdv/mdL5lT27w6g2S5X4RIjnCEsbhOZeRvUj28RyU+FCU5M9HMhYWgEH33c6cqccCUHTfvSDLZF9+ecyAV8WqIJzIJaRaD2+tl+J1YAZw21NUfF0avk6NtKzeM0TiIUhYEhGRIHmzJUid1QNBEpKYsAgru8XWSxDyzd/9Lc+tvA6ADv9Q9otCjGw7m9oaogiLIQR6RHaQAN4sPAG3007LMkGeew910pfUYcrTK20NZFwaVvN9/bOXeLjmsR7f/3jBg4zenscndS/G7aO3upiP/rqJyNvE0PW4ZAXAXhw/ZV64TRacTPWJQMBP8Oyp9t5DS5O9Kw3DIkByco/ahMNDklJIRoID6bqX36z5A7KIPjHCLjFq3WZk6xp21bez+ye/wrHxc2Q9gK2sZyzT14mDIiy33HIL55xzDqeeemoPwtJX+P1+1q5dG2WNkWWZU089lRUrVsTcx+fzhUSVADoSmIaPou948c7YugbxMMZ6qTffxedZJaxs71bnxbAyZ2RTl0Q1BHo3ch+V+RBahtcZhoERDDSzNEmCeTKGphPweUECm8PJ3gON2AydgGyj3RMws5SsrCW3L3q25RUqbypT0FQZ/6x8nAvrUNH55LZZKKoayt74SgjtnyRhCf7syGydkA5LZBtznduvhYZ0j25YPm8RefrCLyHwR4x4fl8VAWfitN2uLjM0sKvTH0q5jQePx0NtbS0NDSZxTBR0K0fEjEh2B0pWJp0LFyLZbFZasw3JZqY2C8tCobf3ft8HLSweV4COZg+yLCHJUsylzamYhCVOde8gus+AI6+LYLpyW4L4pmQJS/VO82Hb0eTttZ0wDBCW3kgvD+bsrHwkpQih17OntD9bTzsWJInd3TQ9AkJECa11OWTyR20nH7DV3MAc9wm8XvFoaPa+eFIjg91r+Q7XM/+LD2KSlTsLb2GaMgkXVXRqbaH1g4+ZSmdbKw0Ve8z+S87QQ9uZZkO1y+QMsFO10YUh+ZFFT0LmKC2Of27SSq3zkphi+P2+EGFJ1sIiJ0hX1i1Z/0RxXyELS7IxbgkYS5CwyHGKe0iSTI1fpn9L9Pq8390VIisAGUVZTH7tSTpXrmL/ddchOfroqz7E6DNhef3111m3bh1r1qw5JB1oampC13WKiqLljYuKitixY0fMfR555BEeeOCBQ/L9yaBrcxMtr5qR1ilj86IvqV6um9SJ+aRO/HpdWkuXLmXBAtNP3b+/GTfSPZgvJSWFc845h7wYvuJYyCnpF7qjJLBSiKMFwtoP7CVgKJz6/g1cl9cVqn8qC6sOqm6Y5eJlM+G2wfMmYIf5O6gm9t85Eg2e/SytfxtNJGeSvAQwkFiYfxIT41wqhYUFODzV1HQ5MHwGMgZyk0mENRROeTJMmIOER7HSp/tqRAr4zX53dGxj3rwxEQ8WgRQRsSdZ6ZFOd38G8xtUXwbVdy9NePzI+efgJYkzTyKxZdP3KKf3h6KJqwGYO3ctc+euTdA2GrEUWCMhKQpyejqG203dr3+d1DF1dyKXkGlhqdzUROWm5LRPfF3xry/dEFz0ty/YWNUWp4VpIfrX61VIr5tuLV0KoKTuI6XsBezCHG4lIcEA+KT2Ex5840EAWg+chK99AjnObBQrjdbV6kHKAHlPFb+594ApDhghD6AA+bqXK6VwFtN7v72LrPRCZFlBlmQkWbHSqRVkWUGSmhDAoDkLuZFOhJAZEnDywqp5gIzmDyBqy7lKC08InQEDtzuH9PRWhvlMS8zKnOkYSBwo9NCq+Ni9Di7Y90+2t2wF6URs2WuRI9LxH2t4mjnbRyMjk+/oT63HJCiuFhW9PZIchO19JcY+8EmwGwanhINPG7wKqlOhqysHXVJwf1bO/qW7rUrDMpKaD4ppFRauFIyp11IlDrD3l1eaB5YiHCWhcU0ioGvYmoYgAQvv/QOB7KHRbQm7mD2yadX56Mk/snDsCAybLWpcDOYiK5oLGXi1rg3vh1+SWruXWU2NSFIw5V1GkiVamzrQfIJVS2UONK0DJBRkCn3ZpKUUhJSMB7faMZwSgf0dbHhqYdTVl6JVkKUtxpuuEdAaIQNaaONb8+/FtPHK4bR5JMY4L6eopYM9VqhO06BZdL6fRu7cdylMcZntZBkUCcPlwjfwTEpSEmeCHU70ibBUVVVx22238emnn+I8guqs99xzD3fccUfoc0dHB2WH0VSlNYVnk56tsUW8YiFQ7fraCUuQrABUV8dPIdy+fTuzZs2Ku73/6HFUb9/CeT+5mxHHxW8XxLs3HM9edx4GEll6jLiLHkkyfWPqjd6qpMlKEDKCUm8t2zN6BsUpssSFx4/hO8eezlMvvMZ8qx6abUdbzGMJAboQ6N0Y6rh+yWU7tLWnYBgysmxgs/eeYgsQSG1As7ej+vuWTbEmt2/xF2PFJhxJkZWDQ2FhIRkZGRx//PEJ2xbdczcdH89DaBpCC0BAs95riEAgar1kt5Nx0km9Hq//yByyClLo6vAjDIFhmArB8cimPUUlpzh+UHiT29cLWQnDiJzVCgd65wiElkHAFm0R8ht+gqfe1TQeDCd1voi/ReSf0ujp1jpO3sbrjofQDIknMe/RgO6jqT1xarWaonMS1gOvu7EsHySHn6DYiGLABet2Y4gUusQH6LZdrM3+FQLZzL61hsSNzQAl5s/WMnEWfxB12Ga1nQIthyEZ40OEpWnfyqg2QoRdhxWeGEU7g/AQGlOcWSOR4yjOShkTycqADGHw7u4n0UTvrkkwY9Sy2cC/1eE0ORLoxnjaUVctSnBMeCvXQXOaCsNG4F/9ITkdLTHbacAeyxYwJGMi/fLPBFf4msiSVUwhlBzoNrzn217AqWwGN4xzOiCjCJ/sobw2+u8QxIWbb6fYfTz7BlorrPuiJZBFS6D7uFMMg4dTZ7iI7WD/etAnwrJ27VoaGhqYPDmsa6HrOkuWLOGpp57C5/P1SUYazAJgiqL0kKmur6+nuDi2qc/hcOBwHJyf+WCg5oXnr9kXBvUqIkWZotvrHX5cC/Yj9K8/lsPpdOL1eiksLOTkk0/uYQlZtWoVe/fuTSK4y2yfaGYcau/MAjdo/abTdc0v0AEdyXqB2+Ojs8tPTm4WiqzgeG4+vvbRpA2oJ/Pq86PPYajP4c+7HtsIbTB00BTOvv/nUTOjYB0Aw9CRJAnFZmP1e2/zxVuvcsnU/vztxrNMEaegnhsCWZJwWjEOP77hKm7RdfyaAZKMIcw0RsMg9F634naCaY5CmObg0qzkiLuqFLF61cXYbB4uueQy0x0gyeYsWFLMXyLJVkCrRGtrO/+2v0d6WiE//OEt4fPT/dwEP0hm385UJcqDs0IJK/k0eneJiPViLLJ8ZVK/Yc7JZhxLsu4xKWrGmRjZF19M9sUXJ90+4fGKUrnqwZ5ESQiLuBiESIxhCFS7HIp7iQWbEiYiq+87BTlYj0pAW5efgG6gGgFkKXidGJz1t5UgVO6ddB9jC0qt61CgqAppaWnmZwRn/HEjArjn3FKmDRiEIQSaJmiqdeP3G+i6ga6bx9QNU/iwevVnAKiyYNapv8TpaMeeImPoGoauR78MHV3X2Of5K2pmJyn5XhpybwYMq6yFgew9QKFnHgBbR2XQtXEkm7SSkAChTYZxA3LZl3kWN6QPRQAuv5uK9koMYSAErNtt1vERRvi+OKNtBlPcYyjQcqjPdiLPOpkR5an4PO24alrp6IAUfzNDywxkWSYlpQKvHttFWVN3gAZfFzbJzsjsaWTIEikOL/ZSCesPit4po7enIKkBSGlDdBQiSzJTJ5WAbBD2k4bHwOB42NbpZ+cu0xp3jqiFVCv2rFu7A23N2Fr3Mbqhln0jxqCPHk2wTkjIky0EQjMIqNmcm9aP1wJdBGx2skuGM6pQwRACIXQMwyCg6XR0BZAcVkVsYWDzhJ9xHRaR1g0Dj7cTe6ZBZHKfAArqrHIkGTM41vUF9zc2U6ea5VN3pA1ibv4JVtkNwSCnHYdhTqaNrCoGqjYa2/PxaiqZDi+FqW6EIcAwMAxBQFeo9hagpyShSn4Y0SfCcsopp7B58+aodddffz2jRo3i5z//eZ/JCphBeVOmTGHBggVceOGFgPmQXLBgQcIKpV8XFCsIT81zkn5cL6zfQqCuE9eC/Ye7WzFht9vxer1ccMEF9OvXM6Nl+/btMfbqCckKdhRJEhbZngIEkLLKSC3qmdLZ3c7U6lDwAbJDR8lIbG2RrEwJm82JPSWxkFew/7IkY08iy0JRFFIO4vrtCwIBJ3l5gxgyJH4qaxCS1IBPcyDb/EmdHzAVhTMStuqOvgUUH+ZT9LVAkiQkxfSp9OXnRF5HmU5biPACFGTEnkBJkvkgH1Y4kkkD4ovzSdIG01VTqHLMgAjhxaHx3bb6aQ9z8oNj0ZG5f3J/pk+ZnvA3GB++gie1jlE5f+TUSd+K2jb/nTOwsvdpz7KRNnsCddvTeKXKPO4Ph+vMuuF8etpbw/ITP33sC95ubGVc+3H856f3seetXQScAWh1459ewJRvBSsRm+di5RNzWbvDSaG9glN+f0PC/n/067up3bEFHSguGU62yKdzhMLAa06J2b5u00601xrQhcbxd/0lKdXi8svOQZckfnjJTIpmnRC33bzv3sTA6kbE+ZP4zo9uTnjctz9cSsBmZ9js4znn1FMTtt/217mwH1rTmhh/e/x+BBH4jQADMqfdgnvSK1z4xGgU3SQxvxh0GV1Z4b9chSIzhxbA4Pjrzmbq6N5rfbXWdfLa/auQjvAA0CfCkpGRwbhx0Tn+aWlp5OXlhdbX1dVRV1dHeXk5AJs3byYjI4MBAwaQm2tqsJ9yyil861vfChGSO+64g2uvvZapU6cybdo0nnjiCTo7O0NZQ98U9Dn55Qjk+gZvyGQtKHG3J3mc7u0NPcmiHcHg02TC978CDpcwXV8RJPPBTJJECFWT/gZkXB2FCTUiwDKgG1GEJT7M61xLFMNjlUbwa8neP6CkplAhTBfMgZbeg6BD32NRNCOGe1Wo0e7uTt6j0rg89PmuG2JrnUSita4LFAj4DRSbwogreteP8bp8gBO7I7lxoCA1kx1AuppNtjDdNTkTB8Zt31ZVQzoqAcOXFFnRAgF0695LLSzqta1sZb5J3bIIuzSDtR2dzMxOi/pOYR3XmZacFpUIKjUmOUSGlG8VlayMPPjux/CPOQA8tOP3PDTDQ52Sxdt1LVR6/aRr0wA7joNM4z8SOORKt88880xUQOzs2bMBeOGFF7juuusA2LNnT1QBsG9/+9s0Njbyq1/9irq6OiZNmsS8efN6BOIeMXxDHnrJoK+unLjHsW607csWmR4XS6VTCMMyp1umZENHCMGuatPhbSQ54IZlpQ8TYQlL3R6e4/cRQRdmZHZbbzhKWL55UCIIS9K3l1UmWIsRgxLVzGrn15IjtN1R6ExSN8QK/BVGT8Iy6Zhn2bD+ZvSAjtBs2DI7MKy01xx7cnFO7SkS+KFGSe4Eed3mQ9+RmtxDs7liEWBneOYUAFy0MHpifOuDav3egJHcfedtCtd5SokISfDU17H9th9j27SFzpIiHGPGUPalWbF9f7c/2ZCl4aD3PJvKxhljTK0ja0zNyo9vzfB0NaAFuhC6QGnvRLMLMrx2PM31SDLY0rNRbHHCIUSYsADQbwrkDILWSvC2w8KHKAaCfot/Bv6FDzsOzQUkUdDtG4CvTFi6663cf//93H///b3uU1lZ2WPdrbfe+o1xAXVHyBphJPfwOJLPmCCjj0dYkn0ABtP6KjespXJD8hkhUrJpuxjItEJXK4E9O8yTJkkh369VPczqMxjtwdlfcgQkmB54MAqwhwNBC0uyRDJZS9lRfH1QIsivnqzl0boSNb33v7tsWVh8SVsoTYxQVXZpGnKS8XKSZBEWvSdhKSqbwhll0dmf79Q8B8BFE5Oz4OyyLDetSnL98XnMh6wzPTm3p3H8AaT5A0lTzaDQDHIJdHVhi1PvSREqoCFsyY0DHZtNsqHoBkqG6WDd/OADqK++HsrEyzpQBwfCFeD3+MLncpsr+jw1BzT6L7YIjNPsoxxnErVq4d24eSu8IiL8as9G6/f4szl+5qc4MmIRjG6EBeD038IbVoxaySTI6g9C4BMGer3ZrkhNFIgc8Uw7wsPp0VpC/8eQLGFJZB6dfNb5aH4fhq4jRVSclWQZgu8lObRNqt2As30no4Ycm1Q/bYENlDrvgSbg5cTtUzoGAAORPHsJ+H3md0umjoYZeNstwPMgbjARCJi6H98AHLWwhKFpGm63m9dee42GhgZUVeWqq65i0KBBX2s/IjU39CQnL1hERBNJWliSdBkG4bTuY483OaIjWzFLupb4IQWgWoHGgSQJUYHDRodVif3Nh9fQ0WwGbxYPyUWxydjsCqpdxuZQsTkUmgKp1GXJ7JV9pG/dgdNhx2m343A4cDodOB127HZ7aLxKLdUZe9Vu+i0eHvrOA5+8z6BvXR6zP4FOHzYUDDm589q138ywUg0DSZJYfNN3KVyygprsNHRJpl+rmabss6moukFNfiGdA8MuqV/u3geAY3EdkldHK0tDG5Md/SVxCEtb2zrU7JibQtDtbbjrduHI6FlwVbKusag4k9Hnwv09BRYdgLFkPgDy/1Bg2lHCkgyCBhaPRsfCxMG0ustvte+i6ZlnzDgN6+FqXqySaR6Ugq4Xc71z3FhSj0kuaeyZjc/w9IanSbelc8GwC6xIf8EWxxY68zopX1yO+oVKsMw5QKacyeB6M+k+EWEZMG4CA8ZN6LVNJFrev48F6+Hd9bWwxUw5L/eEI8qHpHQENc4AOMa7nQmAEAoCm3WO4w+KwUyF7dU1bL86TiZJUGNAkkPBwvFidXx7K6j+0Y/Q29pAktAjXJRqcTFIEkp6GiUPP0zK+PHJnIKk0NXVxYsvvhiz4F3kMig+9lVde4cSi195nu3LFkWt63F2I863u6WZ4y+53CK1JsFEkug/aiz9Ro1J6jvb2tpCdcqC0DSNRYsWMd76u0SeO1mWGT58OJmZB5fNULV1EzW7TF2gtR+9hzAMJpx2Fo7UNCRJYqyrgmpnKXe+uQGnTQkLElrZV3LoGjT1UoRumu+XVa2iSyoPaWCYpyr8Xliz46Xrm3DVrLB+T1Ab0Pp9Vh/DeoGCTVoHauZOlh3YjeeznNC9HtRcMo9hhNbVuFuQUcC9hIaFXaHMltaGLrravGTkOawaTOZ6T1czUMiqCokJ976LQwGb7mFUaQ6qqiBLplNXkS3nrlVrZqxfoXF/WCdn/9bYabyQSVG7waMzxtHc4IU4Kfa2QAC7349Ufgupae8gRpvClkO8/XHU2bA/9y52ScUm2bFJKjbZhl22I9oCpGVmUdqVw7qnnkRVVRRVRVVVVJsNm2rDZreh2uzYbTZaOzvQnakYgQ7m3/ZDxJYtuBw2Ngw03UM7B8/hlONLmPSj2/j2ax9Q6MlmQofMhx/tRJZgbFsXM9oCTPY6qcVgZYuBXmU+DwpFHamp26lpq2JVZY6lrWJeA5Iko2bviXtdRmLutkZsrfuQsbL+rKxAJesECto8lG7aia3RjWfVCjo6fTCnjBRPK+mrDpCWlYNz+EAzGxJTU2fZ+g6Uikok63qLNRT7O5IjuIcbRwlLEpCsoCTh0+mYvy/p/YyONhqfeLLXNgLw2+1IQiAbBmNXr0JOIijr6Q1PA+AOuHl1+6vhDTbCiR8xJhWaV6OIIlLjmFAPFptc2WxlpCkkEGOyt9cT/QAZgjmQ78+bwcAff5jw+P1/PhS1WUcTvcwGgoN0hFuqaMjwmE07ly/Hvyf2AKHVmeZeDXB9+tkhISxpaeYDzzCMmC7ReMjK6psOy+HExvlzTTXhPmDF2//usc7mcHLrC28kNbN76aWXYq6vrKyMex5HjBjBFVdc0ad+AuhagHcefQDNHx3vsPq9sJl+X9nVuNV0Sve+yXeVj7nC/wua6O1vZN6Mb6zfxHvVn8dt5dDuwg8s2KOyYE+8h3uM/Yo/xp6zio+Bjw8kuZPPgZa7mmmsCDFOe5H5AqIqCKWoZwOws9VyQRgAdmqqDejF/WtLwiCjqBK6Zk5FUn0GuruLgKLgt9kIdFOaDdhsaF7ITX0HYW8io0tw5zs6787Yz8YhMSZfAtBhmDGMif5CDqhd0JScW4vBYwi0NrK5bh+URec3pimNZB44h+q7l3Jz+x6GZ00BDLBKgYSneArDUZjdCWwLXk85wAz2zvoZbqkx6rjx5mqB2hOxlSyOWvdARjbuztYebW9ouI7SVp0NIYWQk8zFO3DiktvpNAJE6Y+f+BeQYO8nLUBy11yHr28uy0ONo4QlCagFKWSdMxitMTmVP621Fdf8T9GbNpN1ycVWEIYgWAp8x9JFFLZ10vK9ANokjX37RrF/30QcXi/Lf7yAm59LHI0fiRvH3wiYTNvn89Ha0hq6ASQrFmRp+1JatBbGHjOWGQUzGDMmuRlustCLJkL5FwwpSGVCWSZIEjWtXhpdPgoznZTmOM3eWDNwz3oVNBC25CLmB6Y0cevIZgwhIe6tsQTAgoG/RpisBIOBhYFqs5OalR37gJZ0ddoJJ1D40zvNKEpFQQQCIKDl+efomPvxIQvazcjI4MYbb6S5ubmHNk6sZfB9rNT0I4UgWTn9+z+maIhZXTnKZRXxvmL9l7jbWkPXvBACzedj+7JFSZOenTt30trac2AOYuDAgSEBS0mScLlcHDhwgM7Ozrj79AZd00JkZczsOWxbYgqrDZl8LM70DLYtWUiXYkYyPGr7JwBfOn/AIO+rBJ/8hRHpzYaAdo+PgA6DswcytN8JYQuIZW4M6rJ0Ndawt0VBACkpkbrF0XFY3eR4aLa1EgAKtUIGK6Vh601QaUci6vMyzBiVxpYyDKN/yOLravYCpqs3PXivIjFZ+GnL2IvLU0RqbgrtnV6G5KcS0AWGmUVr6hJZv7elxosjkMHkQOJg+mBxR4DfTRzEnJHhYFRd1/H5/fi8PrxeHz6/n7kb1vL73Avw2aZxxpc/Z0xVE2PeMLjsHiuYlXyuLroEJyp+3Y9fC7Cjzaz6rdl9lNmzLT0bHd0wMISpMWJqLgkMBJoAQ1EhTmDroPRwlmyOI5wUsmtgqqmdIwRDarykWpPFbWUpyFY43uj95vND1lIJtJURLpYBIFCzapEkgdM+HK/fVLLsTlYAJrCBPYETGBCANRHzztLW+G6vZTN/h644yGndiceZS0HTJgbs/5Sm/AlUZxSgWHL8kbwpWBYkGFbo0w0qUo+si/ooYUkCkiSRcUL/pNt7t22j6Q+voBYWUvrQ6z22r/71vXzR4OHpY64F4K/ZN7N/30R8TieaPYW2+i6yi3q3gGQ7smnztfHeBe8xNDu+vkMQ1358LS0NLYwYOYLJgyYnbN9XSFagV/7gcUw625yVTeqlfUX9StgPiat9WTjuhygr/4oy9nxwxi+EliyCLiMlKwvnyJ66MYpV8FFSEg+8yaK0tJTSGNWH/9eQP2AghYOG9NomSGgi4W5tMbPOJDkp60qkajOYD3KPJzxpaGtr4yc/+Uno8/bt23njjTe+et0n4NTv/ZCzbrkjat22JQu5cd/zfFR0lqU22hNnTPbz4Flnhz7f8eYG3ll3gItHXMhNs+PfpwvVhSxZsoRjjz2Wc845J+l+XvCvF9gr4OyBZ3PnqXf22N7p95IWUcjvxpduYyULyUo/k9Mu+Fnc45bvb+fff1pLrseM/ZRL2rjptnNQEtwPb/91EfWbDFL7+7nsR1N48efJBewPz48e7xRFITUlhdQI8jZ43zYqF/6aLruM1+Wgnhw0Ge56S2fBJIm1w5uod2Txq5OvCu1z/3P3QytkDc7l+5fH/71BvPnPv7OtuoaM3By+/cMneOWe2wGzPImruYndHesYkTUVAI+l6O0a1sWc78XOVIp8auz71cco/nTGjnuMnGE9Xf9Llk4jEGgOkZV4uDg/hysnTOKnO6pYUxtbed2f24G9JWzV1hWTgLXmmGNdVZmpWyPQWVT6OQt+8XCv37m30c2cxxaT6TyylOEoYTkMCM06Ywyclf9ZyKg33uVvP380tK5zzUDysvsh9pUiCYWPn93M5b/qXQRKsWQOf7n8l1w+6nLOGXIOci+aJrqVPvxpUxt75QYM4IDXz+t1LWSqCteU5oUTdKyu59hULivOIa0PQVlJB4kG+5osYUnJiV5+VYQ0DmI/3EJVlQ+zTkw8LNi/gL9v+ju6ofPAzAd4c+ebbGnaQklaCb887pcUpR25lP/UzINzUwVT3pUE1YyDmDBhAp999lnocyRZAWhv7xlMeLhhFxrfqvuAj894hLMKHBiDToDHwg+YlxcLCtOX86MTTHFAw7rO4mWGBJFspefu2CtMC8LS1qXcyZ38cdlbvFT+W9IZjFsqD7U7Lvsqnjnvp6FieHovadb/fH4jvtXNUYmuLlcb9/zhb/z+7luS6pckSaRlZXHhHcN47/FyhNAtRefYKMpMrBjdr7CYBbMtqfzjYNajn7Pj1JOZWi6oy4G1w2F99bN88Pl2xuSOYtmmF2nuGEUeBTgcDl5e+DJ7KvaQV5iH8AvmTJvDuLJoXTGP17zGHHY7RUOGccfrH6D5/dgilNVb62tRVRutf2mKF3IT+5wY1u+PV0ZASu5vPzTPjEM84IsdV6I4FE69bgxLHo9fmiX0nSiMKe45YevZt7Cq85HEUcJyOBDKUOl5YXruM2/4Z5bV846niLIug+o9nThzwrOvlppOvJ0BnGnxM1aavSaz3ty0mc3LNjO/cj5/OeUvcdtXesxguDfrmvG5aqK2deoGv6uoi7UbANf3S1BPg+Tl2sPtrZs36TsgaJ88RHeMdRwpHiFJQGgON/664a/sat0FwHc+/E5o/a7WXZRtLePn037+tfdJdTjQfD4ONrdRs6oUK0lmYs2aNYtjjz2WRx55JKn2IvQ3PfR/sxUb5ofeN9rz+eWqdn5fUEz7grVAdHzWYx+1IUvLuWXWzIjLKDnCcjBq4RCuyvvSnt+ABG7Ko7avbHuFuz/NNks/GKD3krXkWx09azdkP357K8JI/LjoPmHpN2IAtzwzAIDONjcv3r265/fZJOxJiPCNGz6OzyOGride+h2l4wVT10u8fqL5+8uNNu7d/1/Y91+Obzie0i7TzdSyqYUWK06jucr8fW9vfps1M9dwzSnXoMjm93u9JgNxWgRFkqQosgKQU1SSsK+xILr787r/vrGPU1H5NEJogERbm6Xzok4hM/t4JAmyUgcyrcTMd760OJeNri5arKwsvwJ2HU746STGlmUx/pkRPP3cG7Am7GrrLKvjrvuuoLKumo/uN8eXBbvy+c0H27jtlOFkpca+N5vcpqvUdYRjWI7M9PH/OuJYWCJvZm3XPL6zP8Co6tiFyhwpfeOSHq33+Jqwu9jg4qIcLi3O4biscPzIlSW5XFWSx9WleVxTGpYDbw0cpgu0rxaW0Kk8NITF6DTNuYY3zhQpmGWUhDrm4cAdU+6Iu+2V7a8w/qXxodef1/35sPen4bHHwVL2TFYcsDsMzSQsch+sCA6Hg5/9LLYpP6ES9tvfhfuzwq+Fv036e7tjwT//BpgVwN8rPpcm3wQqqgtpaYudjdSlmXE0RlBGIAGH0oLWpz4Slv6W02F23mzWHdiPw7BxW82VDPWUMbrbDHxe3VMc0KusfsW+7578U1iHZY/D4PyHj6O2ZCOa3YUkJ9+3WM/ktOx0xszsucERSO6elhWFwUt/B0BTUxkeTybTR/n455VzmFh7DsNqTPdRlmLwxIAuvjVhecJj7lu+j1899KvQ5+ZakxEZgT5kxSTNj60xRcTeISfnOCYf8zJTJv+bKZNfozbFlO+XMmdw8YSfcNH4n3DK0ItCGZ4XFeWwbdZ46k6eRO1JE0PdiDTg3HLDt7n0kYlM+n42028t4Kf3mJOfQcX9I7Sq4PnlFTw8N37Zlmb30Syh/7MwrKA/rbY2ar0kSZQtXM72nz1E+tqPcb13E3bgTElm65j16IoDx9RjOf/2qWYKdC8oSi2ivque7477LtNLpnN8Se/VcIMWjSuLc3h4THwp6yAUSeKFA01ofbRoJO0SkvtIWA6xhaXlFTOzyvXJJzG3H2mX0Mx+iesNBfGPzf/gmjHXkO3MPuT9EEKw54wzCezfjzbRtAIu/s0vufCZ5/t8LD34UO6j1k1aWhr3338/Gzdu5N1332Xo0KFcffXVMfsKloVFD8CW/0Q3WPJ78zXkZPj2y+CIrryk+eMPyqIwHRpbeaHsGrxK/Bgqm72TG0/O4acnmg+bEGFJcD+vXWvGelRUVHDyySf32jYSiiW1b5ftXPvZOXy8868AnNk+k/7Oc8MuFOD2qlQqpG1AfF2Y9goXwenKUJ/MK0+uItOThTfFS15h4vir4O2pdUlUbm5CtSuoNjlUWHLqOccz6vg23vvTFxh6dmi/LTvLaXO5ySvOQPL4GDF0VA/pBU03sHuKKP70ryx1mKnfNs/zDGkzv9TjqaC8dDs5lmid3e61ajmFj/PxoE+ZniIo2HUyum5ehzbDRlVTFWX5ZejW/e7vSMLdeLBDUZL7BcsnqHLi+yXSqqh2u9YKc/IozOlZkyqUwmzhjS+r+N0lsaUsslK+GfpURwlLknC5XNTVxXebQPiicW3eRFtREXnNzax695nww88SVhAXDqbZNZy8Xbtpufo8cl/+gPFbzayDQb+bh5pEbYeQBL8waPO2MbdiLgKBRzfY6uoiEMygsXi027UOAD1WrnMMqNaVnHzBaZ3ikl14PHtYsPAzwIioXipAGKElQIHLVH8c1LKY1Y9fhk222hu6KYAkdCRhIFnLAt8BioG6NbUojZvNOy2ycnHwho14LzsVMk8diJrb0z8uAmF1yqrv32zuY4niIYH7Myvg8whZWPx632Y0qnzob2V/ZSV7zjyrx/o9rQ28f+uNnPfnZ+Pq+ehagM7WVgzDwNB1hGHQcsCc3ScbwwLQ7munxduChESTx9TKcXlcbKrYhBTUkbX+9AcaI/J6ldgDrIZC7d4diEeOhe/OR9ebSUvrxGZTWfXmp6F2W5d+ijM1C0VRkVWFq86/ne2j19O1Nhwc+tBpgyhJzwLJIMVuR5ElFElCVmDTzmZkWaItqMnU1oa/qopwyXAzOygoqiKEQS7t+PY30rApOKEI33wSArVpBxIGgZxhIJvKsGqgk5GGn617XmeKV+G91CUc5xlPsciBn5bD6rDAmIzAsE5WW2sHqzZtwhA6uqFT39lAXWcd8qg02BR2IaQ1BGhIV3EpHgLKHuZunGv2R4qRhSRJVBh78aWmU+hOYdlHfwNZR2h2hG7D6HTiaxyAZssgVGURqM9SOLXGzXlL3+OO195AANfe832GVrSZ505WcA8YjqSl8xOyyBKpXOc9iQA6NlTm3DSYqrsepkEx83kbNBmvJx1991kUddnZmn6AqoJ9eAL9qd9xL++lKjx1zL2sWxvOxlxXvo6y/DKEZUUKeDpZvWA+smxWUJdkGUUxl7I1Tng73aDmI1oN6rZa+lxWtpqua2RkZJKSmoIiB4PMzZPVdGAXbt1FZNYkln5UamYmjrRUs63eSQ2l7PSlMq+pDQUJGZP8KlZVqKAOUORd2FrTygF/2HIc1AWSIsZIydpHcXRwwhAH29q6+MFJQ6lvrTU1k4i2kkmGmzRbJ6nOQxRDeJA4SliSgGEY/P3vf8flciVuHMTJJ1FYX8/J9/Suw5L78gdRnz2Sl2RyYGwW635x64vJ9wlQewl8i0RQhlyzBlYDrDRGEVoKK63REAKPsot+wzeRGqniEMEhIsY2ACqNfqEsomkdsa0csbCJDMaUtyXdXslykHXGoB7ri35+F3X3PwCAe3HP1MEg1Lz41XIPJ+yKnRxHDq2++Gm975z/DrrQKU4tJt2efsj7UPurX8fdVt5Yy85X/8Xoq6/rsU3XArxwxw9or49N8BW1J5lo6fST7lCjKiJXdVRxwfsXELDq3pS5y5jGNBpqGnjnpXfi9q2yoxLm3Ru9sngCpGTzUMWUcD9eeobpx72NopgkvtmVR7Cu+IJ/PNvjuAKQB92EYd1Dv/i0Mm4fuqP62VfYs+OjuNvnXNaP2bLljnnnlaSPe3uKk5M8XqCOU8pKWTvwdZ7lde5YcDLXp/+ZYSOfonznrSxuLsagI7RfV1uAL//aFHEkJzCI7o+jhcNeYU/++tDn/25I0KEswVUn+xmeFj0xKnhQxVYb/ttuHlLC66ekMbTrRLYWmerY7Smmi7ojMyNEVgBkQyezcgd2oQInAqCioKKgGRojJ/Vj2K+mU/3SDo7fkc3E1geoBs7JtjFZgnM7gU74Tqr5e+UunTZHtJzC+o/Xs3XeZgyrD50NdSz9e++u1uMLLoB0yGxKR3s5rM8VHL8F7UQqvyiYZHfRsx/SHog892FIisGob+/FkRFgCVfxoXQPuOGfmyt77QvA3dZy9T+TE6ArmfY8WYNWElKq6oIt6+O3//PJsL31GOC0pI5/OHCUsCQBTdNCZKW4uDjK/BbLBeLq6qCzo4uOjFRqS51RwVbCWpqfCX3u1DqpKJK4OCclqTJUP5j4A94rfw+BMAPuJHOWs9XtpTmgk6bIOGQlYhYkkeHI4caRZyT1m+us+hhP72/g6f0NSewxA4njOI7lzNTXMEEoiJAWhGTODSzNBwmZNc5UvgxMJpMupgzOx2GzgayYQYGygqQoSLKCLKsgK2zY2cyX7QZpxhRmfXtkWAE0JGUQfi+EwLO1Gd+uVoQ/tkUp+6KLUPLyMDpcwZ3Mv6WllwMCJTOTjCTKwB8uLP72Yib8K9pEe9rA08h15nL6wNMZnhNbFO9QoOlvf6NrdThAcuTaL1nx7fNpTQvT6eJjY2eyuZqbQ2TF5nAiB2emioKsKEw4JXwNlje4OPXxJaHP838ymxFFpqtmXcM6AkYAVVJJUVPwpntxt7uxa6Z1QdDz3jMkg/3KDli5KHpD3SaWDfs5ELZc2Wy+EFlJTR3GoOMFAVcXgS4DYYAwJIQhkZE2EUM30LUAEzt2szdtICip1v0cJu4i9BIR7yFFSAwKGEgpKSE1Zrq9RrXthlzwYScg2QnS+8hfmCHCEyaXZMbOjPO5Q+uCw0xJQHDJn3+NYQhO/IsBmA9eW+5inIWfkObPoMg1mC5Hh/kNEuhCC/XbpqioficBu4eWVNOt7TScOEQ4+DTWuQe4IL+ZKRFkxVYhERgsosgKwPi9tehC4onL9vL9/V9y+yv1FH7/JupPHExAbkI39FAgbBB+AswvlJjZLEjTocVfz+70dxgkn4w8+1oGz76Wx5pdvHTrDZwz8Ec9+na7r5Wn02FK9i72fjEneqMEfjTz72EYyJKMlJIWMc4EBxfr1wtBhWcHOc5iFNWJHDERjHwmSIT/hrKh0e5rwi01oTr1iPbmUvcpCF2GQCqy7KdSDIs6Tvjcx8bWAXbG7vej6EZU+x4/1EJq4c64reJhWHZ54kaHEUcJSxLQIoIMb7zxxoSBcZ+u/5Tl7y+nLcfGnIW9UNYIHPfacXQGOrk4yQCu84aex3lDz+ux/rovy5nncjOwVWdgpwFOBTndhgHkKgrZJDcTP+DtWRwtEYQks4ITWKccy6qi5RSP7akLEcSGD17nqfIMThxUy13f+17CYy95eT3zW2v4VlY6qccUJmyvt/nw7WqNe3dLdjuZpx25mUIykCSJu6fdzaOrwynwj5342GHJgukOwxut9tryyqtRZAUge+SomPv6rIDm9Jxcvv/Mv6K2+TWDX7y3md89s4JjBmTz7JK9UdtP/9MSNt9/OhlOG40eUw303KHn8uDMByk/UMnynaYVYvWB1Swx5vX8ciExpS329fFZeZis3Pfzn9LYVsH27e+h6wrHH2da+WbOhJaW5dTV/5fa2rcBGDjwLIYN/RlCCDp/8Dm44bt/nEVKEgX73rz4cRoLJjF04lhGffR43Haeu8cAbej9riD9xt6tsgDB6JuMh0vBb8bMfVZVQ5MsY0Mg/WkMQ3zRcUZTsr+FkaqyXfqA4m9p/OzYCxP3/5VHQIfvTf4e35/4/YTt/z3vVKAi9Hn0MX/A01xB3VnPkPFx9LhZVQC/aGpBEa3Mee8/qLm5PDP5WLaufoF+8zaiGgYl4yZR0eoi5YBpNWhlLbvrOzhp5A76//hZJox9LXS8157/K7v2N1A6bCYbjUqyRCp2bBQZWTTl7Cbb0Hi5fSyyGE3Rfcei+TU0r5+AT0Pz+/F7/fz938+DLHPDA0+SWxa/qjLAk08+yRutaxk2bBhXXXVV3HbBSvd/uvZSpICfs372K8ZMnRbVZu+6Nbz7O9PiO/uUz0jPyeXp5RtwuDz8ZfJozi/MjnncwR+uxZtuPsY/mJbOB9Ng0ZhSRhUlHiPnfWJeN+PHvUtBganmbVgigEIYUeNMV9ce1qw5ixTbkc3TOUpYkkCQsEiSlFQUfzACP94sJBYOVVXhtAYPpMCmHIVNOcG+6qFlzYrdzCzORgc0w0AXgoAh0IVAF6YLSBOC/ZbmxZAUO+9PHm765gn7SyVgffkaLqmNpZ8gcLm2Uhxjy8EiqGehJPuwtgLPRLJF6r6hmFYcPbB9UfNFnwJyDxb5t/yQ5mfDbpHGP/2J7GH9aEsL/73/cct3GTJlGv1GjqZ0xGgyCwqRJAm/pWVhS+kpfvjhphre/NLUh1hdGVsO/F8r9nHLycMIWBWFHZbo1U1zb6bRHl9//qq196MadopEMxREVB2++Dn2NnlhcXh2+MUbf2LoqeYsO2hlCSI3dyY5OTPQNDeNjfOoqnqJYUN/Fm1Z7WOJJ39NTeJGB4Ng7anhF1PR5eCYA9YDXPKiGhqKpbdyyeT+PHjhOJ5av5TdO/p+T/Sm8RQJLaMYfBW0yQOYnf0TCiaZcSK17e9Tc575d1cPSAS6YMwAg/4bHIz72RuoadnoQnB/nRsGXMqjNy6n+dl06rZs6OEir0+3U7U4j9abx+Hb2cCAllW8/slKAlYZhBqllRol7Ertr+fxi2mmsNu7n+6lzFeErCo4bCqOiOvZ6/aEDBCp2YkndsE6X4nqsoWeG0Gxyhgu0eA9A/Duow/g63JzfEM90yWZvfkPQQzCUvbMYrRRPdfvrW5IirDYbCaBF8IXuraVUIpR9G/qbu06UjhKWJJAY6M500s2AyYsHNf37+oLyYmFW9tk+u/vRJMkJJuMIz8FJdPO74XpTf1U1fi0Kbb/NBbaOwMU2HveYI2ttby0Zy+kRkv8Dxc7uJ/7GDT2894P3Mekn2B13GT5SijL6n+csAzPGc6csjksrFpIpj2Tfulfj1S/bLfjGDUK344doXUja5tZPbQUIUmoDgeu5kY2zv+IjfPN2Iy0nFz6jxpL8VDTVRVrIB+eF1vyPBLtlmZQMHbFJtvocLlpUU3XpGrY6KcNxocPXdIQhuD6sps4bpbBpwvTkJUIIiQpMP4SGt+Ktlp8XqkzpBfWIUkSI0c+QGPjPAwj/DCRZMkqC5HsdWUR7ezegxVFUJirF0G32DuavyG7/2iOOfFnzP1lOWcrpivvPx/+ArthWYc/hJ2/MaMPTpZh4/f3QBKF1X26aWlLJJsQ6o6V2aIr6SGyAjD9ksU0fPk2mzt+jtbPrB+UgkTzdIXyR25i1ENv4o0o9Jm6v4jmiMo3sqKCoWMIgV0zz9HCX/yRf44/n+lqFaO7kYBBho1K2exLdcT1UJfWwLgTpsW0Una2mZZBWUjY0xJfp8FrIPlUdKu92rN9bmlYE7ehMhyDIguDjroaIqsUgZkxZWTGtvAtnvdfNm7cyT3fjVMkFjCMsNdAlhOL9oUfZkd2PD1KWJKAv5d0x1iIp3HQGw6VhaVQyFxdGSD7/KGkzwinIep/XckH/Ww0KOBRrGQaQBLh93LE+04ZAk6FtG4aCc3tjYxdZ81yu5EVgDMwH147F57DuAs2x+1nXy//YHro/28WFoAn5yR2ERwODH7rTQyfD9dnnyE7Uxh95hnMsrZpfj+Vm9ZTtWUjNbu201C5l87WFnauWMrOFUuB6ErTQggWLVrE4sWLucYBWcOPZcZxx/LukvW8uSs8eBZKLmYPNC0zQcKiyirPLX0F3XoAnZhyBjVdB2jTW5iVegql2cW8tP85PjJykQdlMrl9MFz+BrTshXHmoH3sRbeSW/ohr366PqJPvYe3R+ZemCZyGcmKO0v2FlcLC0GArawsQUvrIaYfpO6RlSU2RTbFwNx1jjBZ6d4nA/J29J7x2B01nclZiGRhjZVSz0lO4dRLmNU6A4Rg58e301hiZi56tm2k68svSZs6lYpcibUPPsS6iOqJU865kJOu+R7/vfY6dnub0NVMoC5E8nLkaDJ1//33A7Bj6UZeX/AuOUYqN+9q58wagymXTcM2NnaZFU+7SVgcki2h1QT6TlgkSxxQj6FjVDhoCFf89jE6W1tRbTZUh4N//PERMt3t9EvtSShUReamwYU843HFFPlx7duGEBcl5T5WlIyEbcI4Sli+8cjJ6Vsq18EQliCSn7nFQYgJRB9nUpvB5fu7qBqSzvE3HZPwMFct2sZnwo/arTvr9m0lMiUxEq+3fh8927Te1Gd0Ub9wKKfMiR2x3ld61meXUFAU6WuI9/i/CslmQ7HZyL7wwh7bVLudYVOnM2yqGXgb8PuoL9/Nhk/nsvMLM4jWHlHz6YsvvmCxlY0lS+AqX8Mn5WvwGSmAKY8+2N7CifIe/PWFMHZglIVle9Ou0LEW+D40n+8KfBR4AxoBJzRQBanQlrGLnw29DUaeGdpHVhTa9eiB/9VXX2fadND12A8cKSqQUrcIixlGmex9Gr4dE7QPulzikIy4CI41io36fTsoktoA8LWGh/aR69eF3n/84E0MeefLPo8zdjlxvA5AScCUK8jzb4y53ZFjTqIGHH8njZVXAiDpsO+qq0mbcTydX6wgD+hfkkeF5QYpGmzq/1T784Em2nInALtoc6RzRe4i7F3hjB8lolS8t9NyTaLyw+r92HI0bGOvj9t3T7tphXbEIFuxkKxLqDv8XbGrRpcMi5bIF44UcLdTmhLb2nP/jGGc39jB1pZOji3I4KSNpsvTVjiMGWNHJRj7wtvkJCQRvinj6FHCkgRsltCVzWajoyOcGti9ym7w/a56c3D1GT5aW8wHdqhKqxGMbwlqs5j/uQKuHsf6Kug+HGVblhKvPbmbS7Uu6BZh8IdN+0P8x60NgIj0SICx7t3MkZo56Vsr2bfgUsrl8Cx27vq7QVashB4jRKRqWyVgFkv3lfCPV19DtjJ1DMPAEGZMjTDMuBpDCNZW5wB29GYP7fMqCUbsBxOEQr/YCub3V1kZFUe1nL8W2OwO+o8ZR/8x45h81vms/eg9hk+fAZhy559++mnM/XJkD7+a5Cc1vx+tu6uorw9vW1mzEoDdbbu54bgbkVeqqEJFkVU+Nd6N25dUtQ4eKoCbFkHWAEjNBd3PRwtXRLWTJOue7KY8KoIZIVF3kaVSKkW2SQJBk4yRYBITJEd9JixWPxQb3ohaS8HfVPiznyFHVn+2rAGGMAjogZCeihwiY9FwKA58uo+BmQN7bEuEef8dY4q2GQoIFYQC2JBQkbCxyaGwy6MwLdXOTPz8t3MlFafLZHcKUt3ZoeNsatnCjo/L6XDUYPOA3bJQlF8/iKnra6OUpXRUNm7cyJgxY+goNydPdqFS+GBPocHu6HKbLqg20cnyRavJzy0wdVgUyVpaL1lGVWQMS6RK13U8Hk+PauuRr0j4PZ10tbchKYqp7aKY2ZGyokS1la1robf6UpMLMplckElnhBfgR985m6KM2DE4hmEG04qoSXXyz5yvPKH+ipDEke7BIUBHRwdZWVm0t7eTmRlbKvuroKWlhT//ue/y5232Nhb0W5C4YQQ+Ou8/DMgd0efvCqL53zvwbGwk69whZMwKxzu8/8eVTGkKsGdYBid+b1LC40x5eQUH+idWhCmormXG9pW0iEwmlTi599YfsHBR4nTbpQeO48WtVyRs1x034OB6EvuXg8g4qT9ZZw7u8/ccxaHD5s2b+c9/wqqzJ510ErIs43K5mDlzJtnZ2QB8+OGHfPnll5x00kmcdNJJXPf0t/lB3WWoKCCDLhmhlyZpeIUPQxb4hB8hCxRFIbfaoMq9jVrPXgaltXDxgK0AaF6Z15rOZW//cM0uu9PFn6eHH2SK0ABhuUWDw6L5WVacSEj8+M0m7DoYIUmCiGUwDiXoVwXUgIEsJEr3v8uYptUmcQml0AfFEg2yb6ijuM1n0qI+zFnkIE8XprElGBvZYUwl8zc9x565v7yOwW+tYv4xEv88s6dlKZK8SEhRbjlbN8XVkDBlSKBSMDPVw7dyEmcY6gLurE4ly1PI5RvuA+DkRbfy9kx4a7bCdXPjE6SG/tmkZAzBZvMRCPQ2RglAYn9eCZuHTcMmwAHYhWQtwebRubxKY6hPosJdyZe2bQn73h2SZkeoicMG0neuR0oQoxQpTKdb4pZvXHwzjUUDet1PCIMTN6+if2sDqqEncQkZnDD71d6PiYSGgpdUMqxJqi6lcfrJmxIevS/oy/P7qIUlCWRlZdG/f39qa2tDDLP7sjsEgtrU2pjbIiEF5cSBUX4/JdrBu5N6g2ZFf+fs6eDjXy8l57SBHDcr/k2gHehCVgTYZVLsalj4TYIuzYuU2oGku+nYk8lnxhT2OK+GFlj9gz/x2AwHd5aZwXrbPDI5zhzCo7C5zMvYzOT+C3C1pzFOLUbDjA+QkZAlU2BWkUz3gSxJyA07cYgBXJ6XTvrIk8MdjVK4DR8fCWS7Qtq0Q5mrdBQHg4ICMz3UL2Q2aaUs/7QSRZbJyc7i5yuX4Q5IlKbBQKUDr1aCpyLAHrWC7JazKQ/kMBM1ZPHrDRo6L+ctITt3IOzcS2VnLsvbr2Z03TvUr89ivGMz+4sGoFkW02Y5uqin3lu1XMO0uOwvsDGsLhAiCtGmzFhjgYQhwfaBeYza2xFju4n2PJXiNp9pEDyIKaQkhY00AOqw42K2K0kpittTc70wCyN2a6AZGloS1p/FbhubPArf9kzl7FmXomtedM2DFuhC0zxomgdd81DXXgusJMcTzmaREFy6HN6aDW1zisn4ooFAhoIuA7qB3+/Bpxq4iwJk6358vjBZmTDxExQlwI4ds/B0ZRExIFCdnUeVM871k6aQ5dX5xVYfQ6VsvozYJBt2kILqNMGzE2F9k0DSbahaGoEkCEsgKxd7W7NpdItjcROGgR6xzeNIoSEjNyogORZUXWNwc+LnTRgSHe0FZGY19tJCYEPDFmFR38/XE/QfD0cJSxJQFIXvJaEVAtasY98KxItngzwIrlwXEooKiajFcvv8bjB4WpJPg4mHONGsUq4T6v3kColcH2xdVg29EJZROam0b2rBrkjs+u3ZALz54kfctQNKfB00OzKBNEBnUkQZ+2kljdzzdCk/vMUMnPx12dlcMud3PY7/0tyb2Z3xKedm5/LIVYsT/67lf4ZPfwlDvgPnJfe3+P8Nu9bUsXd9Y1jjSohwKJP1XoSEr6Bqm5k9ceUDx5Fd1DMF+VChuLiYG264gbuffZ8tulXpVseMPbFQ0wk1ZAFZrN/ph53bgHzew8N9ODmL2DEUrWfasPyGVCzfjo5Bs+QiTbXhTL2SDZ5cctYvRELg9Pk4778fkP/i8yh2B7Wt7bxqTXiXTi7ELsmWxcSUSRdCQiChqKZ5XQDTxTbSvIKfDipidnY6ASHQDVMiQDMEmiHQDYEmzHVv1Law1OvhtuLLGPKza83stVAZCDn0eUvVz1lasJTCvNMYOPDmkMhiEJFB+SHXqiSx97rvYKsxyL7je2RPOwVh6MhpWaQOiK2R0z+9P03AxSMu5ruX/8y6RgQG4VIeRkRZD93Q8ek+HGpsq6YU/GeNW3//wXUoQiJnYD6Dbzw37jWxctMCWL+SfdlbeGXy/Zy42fz7Lhkr8fDM33LesPOhm+zLhW9OZ4+niweOOY2LJkRXKxfiVxhGgHPO9qPrXrzeTu5bv4x5niHMymzi1/ml+AI6Pt3Apxn4dIOH2lpptIFXlnEPyUJomXybb1F69iCyBmXF7XsQ7/xxLTXlbZzxvbEMOaYgdC7N/oiYL6fTiaIo5merbIVh6BiatdTNF5gu8RZHKtfYE8cPaf4A/1r2IQBXX301Npstyh0VXAoh8Hq96LrOv/8NNpuXa6+dQ0ZmKQgNwwgghI5AZ/n2x0jzmdaUpoEv8fi+RtzKQI7k6HuUsBxiSJJk1sJBmPU+YuTcx4R8kD7s7t9vLUVAx+gKWA8vwbkXjmL34Doa19QxrNGP0ARVLeHgLzPGRITep9nNS8OvCwbdHS0pbpKVMCpEuNx69bIc8jvA6RN4HRJnTo8tHqdb35V8iEkwVfybEfz1TcSS13fh6+z79VNX0X5YCQtAWVkZJ59xNss/2k5Jis7MAWkYAtbU+qlyGQzIkBiWJWEgk52Xj4HM6r3N1Ll8aEOySCvIQgQMhGagNXkI1HSCIjG6XwZ1z5nEK1cuo07x0F/LokUroF3Jxe5ri3DvgD0QoHTMWKSUFKTGJthiaoMMSS9KLttDkuhMkRhZlMHYvMTu50/x0VXrQ8rNwzGwKG47R2sxLW4ZZ+EUnIWTE/fDguZRkDwycv8R2EZOTWIP81zYFDuZ9kPvPk/zmeOG1917GZP6NjPrKCeQyuKbljD+pfF8NFXlrMFn8f1h58fcx23V18p29iyXIUkyiuIAHKhqBg5HAS7HetwilSFpgpkje+qSzPvIxcc2jfTcVEZd2TPjMRF0zdTyVu1qn6tsS5Jkxq4k2C8xbTKh2cLH6devH05n76nKuq4DEoFACunpI8jKjHabV7tqQ2QFYFLxVPbt30FOkqVdDheOEpbDgSDp6EtBumDbvuowdIf1QO+Yv4+O+fuiNmURvgFa3D5O+H0CrZQk0UIm4zx/5IklT9Cv1eCjYyW8dnh7+oOkp8UWMDKsgTMZUz8QkfV0lLDEgx4wzcbTzhtMSoY5KwsVPQt6yiI+L3jRLCeflp18TNBXgV83+zdrzED+cOnEhO1veHENdTsayJlUSM60sDVQd/mp/e0q0EWIrAAII52zDfNh79p4U9zjCq8bKSUFpz38u71eH2lpiUmbmSNE0lXMFevE64cpVFDSrOw5Z1qClibCGlGH5z5Kz8nF3drCwAm9k66mDjO6Ok0y3Tqbr40vgRCEWwsAEhm25Mi12zB/Y2YM3RMAl+VmybQe9n6vxvx/bqVkWBbpOU5GTCvqNQnCsK7nsNjaNwN9DUttal7E2nWncsykl8nNncHqmtVU7vhxqGp32ojnQm2P9HzxKGE5HAiSjr6oAx5slkA3OIZl07WxsadgmmVhFkh4DIOVso5Tka1NUrBIcegGDVim0yyHQruvdxL1wZWj+XLzCn4yRgZkviPnMXfGvZQNPT3uPpoVpS4nTUCOjIXl3d3vIhDM6jeLwtTE6pHfBIycXkxmfuKA6S/+U47HFSA1I7mU1a8Kn0WoIgsc9gavJRDmjJg9+qtcuJZW97qf6CYrkH3yeNoWbUKSJEpuOhc5x4ypcTrCv9vn9SZFWILQktT3CUpkJFv1vKXlCwzDTyTDDLuDpG7rAc0MLHW98QHG7jqrDpdsjj1yN/ezJNH+9n9C7w8HioeNpHzNCrIK41uTAJrdpj8wQ+mdaHX4O9jUuInC1EI6LQKSEcc91R0uw7xusmyxr+82nwbpMpmWleOTf2xh/9YW9m1pBqB6RwunXBvf8qIHyWKS1/PhRKL6dr2hvPz32GywfsPVSBnTEa5VIbJSMP6/TCgYyw4rRfxQ6YUdLI4SlsMBlyWyVNeHaOrQBffVZmJpU4pInVgQPqY1xnWfKSTKeXptRQX3vr+NAvzcVOQNF3Wz4iD+1Gj69e+q+ISsv7yPsJvKmcc0ZXDfnYsS9jMkBJfsDws+hA4zYfnL+r/w901/j7ntudOfY1rJtJjbvhFIdOl0tUBKTugcft1Gq6CFJWnCYhGcSMLS8PSGhPtJlqaJkp5C9lmzKXzwCUpitLNFKDj7khSHDFpY9CTv06BuUCILi6KYZKmldRktrcuSOjZAoWL+Bve8z3DP+yzp/aQk4iIOBn6P6WbesXwxU8/9Vtx2LZ4WkCHLFtst5dN97GrZxe2f306DJ7r4ak5qKf6ORiRZRVJsyIoNSbUhddND2aSZYn0dIjYR7dB1QMZfY6Yz+7qiJ4s7VtQx85LhONNiu/X1gEmo5cNNWISAtv2Ygb6KaY2XI5aGjqT5Ipr37RkSTO8HEK5VUdve3fUmmuOuUG25GBp1XyuOEpbDgX0rErfpgaDAw1f/eulQ3EB7dgNQ7lP4Q338WVBZ5TY62w+gj5EAhS3ZLtbVr4vWpun2RJQkiRrN0p3xdNK66E0zeVQEk0hBWNEtwc8p+7eTbn0+XPfM0uqlcckKwA3zb0jKdH2o4Pa7qeusCwVCgqmfEZlKGvwMpmUhW5E4sLyG5tSws02SJLR9G9i0oZ4WrZBx/fwUTjuWFFcHGW2VBNYK3HudEQxGYLjddK1bj+x0kHrccUiKApKMraQY+4DeUyzjwW9lwDnimOi7wxsIWlhiX8/ps/sjVS3DVTEIWW7DMLLDG2UbuttD81uf4Km8hgEvvdjjgSbLMrZAgIDNhtfXNzXrRBaWZa0udnR6eeGAqQWSKPdvwIAbkGQVXQ9qqYiIv0c4vix6vUDcVI9tTYAUe38wdFPZWdfNLBQ9tmVUTk0h+5JLEvToIGHd9wMnHBNzs8/TQXPddppc1ZAFdcYBfvHpJTR722jxuWjXJToMGZc/fgzMlo0xCg0Gy2XrIBmYueWpZvHKR2rTeaZxM6osYZMkVMlcHsgzH39tu9r5z++/5H2bj/ITM1AMgWyAYgg+eH8jGRl27BDaT5Ul7JJEU6lMvt2GzXGYCIsQ0NUM794M5bF1jIIwz/pPzN0CPsyEiOQhyw5yUsbS3Lkuav1xvtc5e22YeB5pW9JRwnI44IiQOn7CrILZk4h0W9FRE3v9EcIJ9k7O27uG9oxc1NxcU4siIoNYO1BNqbuJESk6SmYZttR2oIuACtfOuzbp77F76slZdGPS7Zuqu+i9hurB44uaL3qsk5Ci6jtVu6rpnxFb2vtQwuV3ccbbZ4QEBZPB3x1PUmZTYUVPGXWFHI5Ny2G3V6efW4GFVUzZ/DeMlj20boTWXo7b/I9/Rn0e8uEHOIYNS7pfQdT7dpMy4Dn+Xa3zn+dVvEq4UnOGGIuMgiTJyCjIkkymaOGXmXUMWzcF9poWvWxHLUI3sBWmYtQOxl98KWnFACWgG3SuNmMjOi6V8Q0KEBgoSF2ygqZn5kC63cywkUL2QlT9Vyg7ujiZAxQN3BfiAuFsDwBhBknKEsaQNLDL/K2qkf82tof6H0mi5za10x2JBvqUlDJGDP9Fn84nAGOAxJpoXxuCrqAtn38KQuBubcHd2kJnawvu1mZ8naY1o3VcG2RBBa1U1MS++lLUFEbkjMCx1cGGvA34FT/9bXGoX/AEK8ERNHocbdVikDdFQjIEeS6D2voOPrs0BxHThBDnO0c7ASc/skF+7BZfDQ9k91ynOEDoPUIHJElGMgyEJPPHJ/6Mw+83L/OQrlC0hIYEYAXmTp3yHs723dj+fTUbxmXicSrosoJLSuM1rqFfoI6AZCMgq1zq2kJQmfpI4ChhORyYch2s/jsQNOUlCcUOWYlqjnw9yHQq/HDTu6TNmMGAPzyXsL3to7eYt/Z+2vJTUEtM7ZPQoB+yAIQ/d7V6yNQ7mNxWQIMoCWVySBiWnIqIWCcQuo5ft3PAfsZhIyw/nPRDFlUtotodjpHoXozyX9v+xb3T7z1MPQijxl2DK+BCQiLHmWOKeVnpo8GlTLQ6qd3RBUYWPskUMQsqRqRGWAOGOyPk5jvNOAJb2UDkdMtsbh3Ov7cC4fUC4Bg5EgwD/759CL+fwIEDB0VYGsUy1LQKDMDbbZtL2hq9QsAvfI2c4vfAzu2h1ekS5qjVYr46ygeiieh7Rkg6XTMDGFZdia7ZBl1UxeyTmB/OlKvfF18nJQipxIGw29nk9rDJnVxBwJFpTi4tzk2q7f86gjL1Xe1trH7/7dhtVINxbWloeQYFpekUpuaSn1pAoO1zMmWN2ZNfpH/OODLtmbS1tfHk6icp6yzj9NNPZ+LEcWw79VRSOztIefA3lJ44CxHwIYwAeqcLrb3VJCIpDub/6Fqa/Bn0e/YlpNJ+aEIQEGbqeUAIvH4de52X0uvL8GoGD1mZS3dm5UCXRleXhqFI+K2K9n5hoBkQEAYBAfNSTdKQknUYgtb1buJ7A46H6+aa6fBBGLrZznIN5fz4x7TkmdEnviRdfg6vl8zUgdjqtkNAMG19JNlu5AJ+E71D/gjglr7/nkOEo4TlcKBoDNy+GdwROuORc7AeJN5akdUf0r8ZgZ2SJQct4piVuyNHyeTXrxmkTB3FoFdeSdh+/fz9fPFOOe5RORTeHtt8HIkvP65k1ft7GTM6VjTCoUGNuyaKrMTCuUPia0scSujCPO8FqQUsuDQ5teQvN7wLBqRdP4Di4QPwfPYJXRsaafc42DftYVrrhqOUn8Mx2hAr2NmcOZY8+AfSjhuf8PgVF1+Cd+vWhO3iYXChyrYKmJZ/BqOzjqfCtYVmXx2FzkFkqcXoQkMzdDShoxs6uXWPAtCZUUzaJLPujNbhR2vy4qj7N5LuJn1qJnpGmLBUVv4VT+YeVLeKPzt2P5z+AnLc45CEjF3x49fNwf2M2QOtwHMr7ZTw0hACXRd8vqmWzgyV788eyqD81KiSXZFacpUeH5cU5TAu4/Cmi3/TMO7k0+lobMDmcJKWm0t6Th7pObmk5eSipvrYuusqbClOTj4p2rUqhGDh5yYJHpY7EofdzGdMT08nPT0dt9vN4sWLyc7ORg4IZL+ELSMfZ3Zpjz4Ej2fbF6BENDM0OxM1LU6ab6H5Pe0BDZaZhOXHk8pwJKgP5NUNBi0xYxSzknRx9gl+d/j9z/ZAWgwbjqyEEjuErnHKZwtwp6dT+ttfI+UUIgwDoesYhkAYOsJyFW5/+a9k7mlASBJpnW7URx6B9gPh46pO0LpNKVJyYcz5cNyRIytwlLAcPmSXma//VUTcCMm1t0hXktkTQb+vPeWbcwl6tOgZ833T78OreVlUvYg7ptxBUWoRRWm9Zz8cKuhWppmSpO6BEAJVmOdStil4F3xM84IMIA33wI8x7C6yBqxjaeVYJmqDkFHCapvJDrgJUmJdCxbQ8MfHEIaO3tZO9iUX4xg8GCQZ/759nLpoCRn5OkN/OoXvjLkYuLjXr9u97TEAdk69kskn/srsqvXiifnQ5iZ9ejH0HxTap3XxPHS9kxnHf47f38KXa3t+x9Bj7qO46DwAsra/SmOXnZevyeeEMYlN3afubKa82s0paanMKD0sjoD/aRQPHc5F9zwQc5vP34Syz8AwukLVr4MwM6NMKHLYYmGz2fje977H22+/TXV1NW+++SbnWZMoqZcaO6KrK3S9ymmJ4zm8RthdYk8Q2L9mUy2Ne1q5ss2PLgEp9XSqMpJNwT4wE/WQyARE9MEROzA5Cn4vshBkulyUThyP0k3KP2AEePqNn1Ly0qdMqAyP0Xv6KQgE0jFXQsVi2D0/mqwMng0X/PUb8yz75jwtjuKbBSvlWXO5ee87V6MDQ269hWNmxZb8DgU09qUoHHxTQnYAmFgwkZn9ZrKpcROnDTyNS0ZcgiqrXDfuuq+9L0ELiywlF+ZmCAO7RVgUVUEo4Zl9euMxNI58g6ZGcxALpZKL4MCfJClKkFre/t57+CsqQp9bnns+ans/4KJdUH3zQ3TNPYvU9Oxev2+429RYSe1s6bkxVN042gIYrLBsGAGysiZx/HGfsWLlqVFtCgvOCr23ySZp82mJ698AqBYx15LNU/4a4Pe3sGfPH/B6a9C0DgQ6kqRGvBQkSUGWbNZ7lUBAp7HRg893CoqSi2IV4lNVtcd7u93OiBEjEoqRJURUWlr0NaTrYYuCokRbpbKzs7nmmmuYN28e69evR7aItr02vhS9bsXKIMtIKYlT/IPS9045dhHIIOrdPrLfKKdEhwnWuvYd4Yr0crqNkvumf/UitpEuoUf6mbErigqyzXQBKarlCjI/i4h5pZSa0+NwwjCY9eh80qxkov/MkNgySOKmb//eHGNScuCKN2Hru7Bzrvn9s26H0sTW768TRwnLUcSEH4mALBHYtYcDJz4JQP7dT7K96Xp2fucqLrz/vugdgoQlUVXabnC3+ehs88XcJkQ47sXV0j3q4dBDkiSeOfWZw/49ySCYFaQmKT5oCAO7YaZfyjYV9xcHAJOg2LuKGTP/j+hk0R+Fv+NnGirDre/obaYahdAzOvZgbFipweknnYTw+5EcjuAfEffixaF2/RsMFt59HQWnnEnOgOGMmHJKr1+b0hWDsCiWj16PvnZka3YenLGnpg6OIi3HTn0POeKcKlZRoECSlkSbReQD+uGp+XUwqG/4kJraN/u8n2qDqio31dWJLUuTJk3iwgsvPIjehWEY5t9Klh09Hui6bhIMyVBpee4FJJsNyW43X9b7k9PSOP6442lcsBAaGmj+9f04UlKwDxoEVtVjSVFAUdHq68zvSk1Nijy4rKDc7jFrQQghWLVkHwf2tzFdB78Euwel0t9mo0hV0Zo9aPVdGO4AtQ+uBEVGUiRSJxeSdfqgvp+slBwzXqRpF+h+89ULdI/MpkEl7OwPaf/6IYrDiSLJyJKMLCkgDLrGS+S44eMpMtVDM3j6lKeZXBQh8CdJMO4i8/UNxVHCcpigaxpCiJjlxSMhhBGa8eqSDAE/umEQqKml48UXICOD/NtvM48RSmEwF4rNFpJ21nUvkqRGDcZfBZ80tbD7sssASN/xBPbUs9lfdgqFTRsY+forGL+6JxRgZyKo7ZHczDN4ShoqO3jx7uVJ9+ubM689vFjXYKYXHmjZz/6a3eRkFpDRi0VCFzq2oIXFptLpCpuES++diJSezrb6Or7z2jaURj+v4Odjo6+EJYF4X8B86GeefRZZ55vy6rqm8cWbr7C6rZq0gixO/Mz8XUM/2wmf7UQHNj/zEONPiu8e8mfEcMOpFmHRogfyEGER4fWpqYM5Zc4eYkG1LCx+LVnCEhRW/OZciQG/mWWTmzOL/mXXIEsqQugYwqoLY2gIoZnvhYYhNHbtut/cJy+HoUNPRNM0dF1H1/Wo91utmCWv96tPGCIJS3d4asyMMcmt0fDHx3o9jmQeBAyDmrt+3mvbZNxBABtcpjvYG8elvXNPC/0/riKYH9iQrnDG96eEtouAQe3v12C4/BgRei6dK2sPjrAoKvxgBXhaTVKu+81r3dCslw5GIPTZX1PD74Y/TMAmARtiH/M081kx0F7M2+e9SL/0I1vI8GBwlLAcBvi6Onnq+m8n3b5d5POvIZcCcJljA6mSaQ48ra0/K3d/CNcsjblfalY2Vz7yeyoO3E9TkxmYOWvmCuz2AnS9i4rKP6PIqQwa9ANkuW9CUa2RUeb5AxDNSxm5OyzgdKB8L2UjIjJFQjEsyc08S4Zlk5ppx+OONsX3eBTKYSVe1aEwaPz/H3EDHs2DPSBx6cL+vDXf1FfwpkD28WOQU51MnnIygwaMxqE6sSk2AoEAiiXD53vtYyDsc655eCMAF85Jx8iyozT6GGrNugBwqBiaBoGAGajn9WJ4vOYfQ9cRmoYIBAgETfBx+IoIBPArMpUH9uFcsZTh02aw+OXn2LIkgD3jKrqa5/LJxGxGNXtQkcmv8+DQoL0udiZdZUoGgzwuvLEy50KlLKKvnxBh0WNb7bpDDVpYYqW9xkDQwqL10ZJ4OKFpZnZTRuY4CvJ7t1YFsXXr+9hs68nNLeKkE0+O265fv37Mnz8fmy3Jmmi9IBBotfrbM+3b12RmcSlyERkX/g733DsRfhfpJ56ICAQQfj8iEEB3ufDv3QuGQdYF59O1br0ZZ6ebAaboengpBFnnRQfJCyH47arfsrt1NzbZhk2xYZNtVHoNMjo1hKRy7rx0bLIdm6xiU+w4lFTOrJzGjIjjZA3KomtzI5Iim7pXikTuZSMwugIgQGv10vHJvq+miaWokJ5cTqS/sJHAnkcAOKt9oFV1W2CVtcQQBotyTKvTPn8d25u3HyUsR2Giaf++PrXPkpq4sPZ93is+P0RWAIpSBve6X1d7Gz/99ENqCycjmEwKHtqWn0U2bQBsYTzP833q921jSPszuNqXo8oqU4umIoRZRt4QRtRLFzqaMKhwt5NW6mFYxzDGG6O4OP3bMBD8uz/Bt/U/uM8/j235+ahCgGEgfNYDIsmBPLckjet/P6tP5+n/F/i6OpnmHsLqikxsenjAc3rAu3AbAMs+XMcywJAEuiyQFZUr+v2UUsdlyM0ecIIQCmF2IbFzuUCTQUoRKLpgJ2b6ecVZ0TEeiaC1xtbNEJrG1n751C76BBZ9Eu53zh0A2FJPxe9uQR83gMn9h7D/3y/i0HQ+qPuMzRudKJISfskKx+rmrD6v6kuwvWiqfEqW7LzLysCzR8+gg4SlqekzPJ59mJWpTVUxYYmuiaDKmDCQMa/bz8s12rS9dIcQ4PZpNLl9NLv97KgzdXG+STEsmiXCqKrJFzMUVtCDLPU+kfFbbj57gjRZIQTL3yqnscqFrEjIioyimktZkVAUiS7vATpcVyDJGst2/YCsrA4UyYEiO3C1bIMRoARMDasF4wYzZ90m+j/ztygLtdbUxO5ZJ4AkUfLoo32OFdnbvpc3dr4Rc1swQmdfZ89tZ9UUYkZhmcjY3ELL5hiuym6Q7L3Hh3ndAd7541rcrT5kxZItUCRkWUJRJY45bQDjTkys+xSwiLciKfz+xx/GbFPeWs63/muKwN2x6A4eP+lxTh3Yt3v/SOMoYTkMCPpBJUnmB/94JSoaPhJP3/Cd0Psybw2X17yFI13FV1TGoEAu/93/NABZsso1z78WMsVLSDxyxy2kNdezxZvFXmkkAPYldazxmHnzT51+F49I94eO72o33S6aobGydmVSv6PdAeWZ5dzSHPZp1g0bQo6V2So1NdF9XuoYHbus/cFCCB23excdrk2kpAwgO2tyTJPy/yW894cHqd62hUlkh9apE8rw2w3kLw9EtZWFhKxLoBu0+6vp7wxnOklSt4BUwG49Z5NM5ooJJU7wpdA0Bje2U5eVjiwEuiyBJKEH9iNJKQS6TLXOgWs30zzv85AW50Z9H3M3/LXH8V61rvfSre/D1vdjd8aZHd03K2Bzf1Vi7SAAu/x9AD7aCh9t3Z6gdRjFWV8xAPUQorbOrA/k9zUkaBkJk4iYFY57aZUkYWlv9LBxYWytmzAyANOa48nbw6ARj4Y3WYZTd6eXZm8NfnJYPOUcVp8/mSv+vQBbei5dtbupuOYyUyMuRT2owNZmj1knqDitmNsn307ACODX/fj1ABs6OmjyefAbAQJGgIAeoNm1nTb3duYP2sHxG03C4hyZg9AFQjNAFwjdQOjCfK8F3xsIQ5B6TO8yFXV722mt64q7fdvy2qQIi9+KcbEr8f9Ow3KGsfaqtfx21W95Z/c7/GTRT/jNjN/wreHxSyh80/CVCMujjz7KPffcw2233cYTTzwBmL7OO++8k9dffx2fz8cZZ5zBX//6V4qK4qeDXnfddbz00ktR68444wzmzZv3Vbp35GD5+rOLi0nJiD/rycFOK2Ffe76/GVrA3lJPM3DGnHPobG9l5LcuwZ4SHTmvWZVmJ6SpfKeogYfrC5E94QfU96RXo9obcjqyYUbiP3LCIyiSgiRJKJKCTDA4K/xa2bCVFzf9hdzUbFadMIy99W7qHbA8p5DU454i19XB/cP7Mys3yyq2JiMpCrYkZdu7uipYt/5q/P4moiNTokXmYqlM5mRcTlfjYFLVU7E7VewpCnaHubR1Wypq71H/30TISvi2HDBuAiXDRzPz21eZEvtaALfXxb6qHQzvN5aA34c/4MXr99C1bwssNPcLXLsc2W4WMzCvR7NInkl6JQyPG94y3ZADX/onSmGpGctis4HPB4qCnJaG7HSC3Y6sKOw551z8e/Ygx7mmlYwMsj0+ztpsWiqWjuiPK8VBwB0tICZ1mgO0OPNENhf5OGHmsJC1TzM0cyk0VmRWYW+oYETmYPMhZeimG0tYy7zhUBQdMDp40C1UVf8L87oxxfaCGUXmxEFCQg6dh+umuphX3kJK2uhQhhFEe71S7CoF6XbyMxzkpzsYWpDOyOIINetvCDze3jWEIhEIeLDbQTd6twAkS1i6Oqwg50w7My4ehqELdM3A0AWGblifdaq3bqJmbyZKh0xO3QgM/BgEMOQAWmMjyuI2PlNexplzBzrQmXoi5VNnkvmHH+JevQy5yrS6aSUHx7hbfKZVpF96P84Zck7UthiC//x53Z/5x+btDB5ip//lJxzUd/YGv8+0dBUPyeSUa8dg6GbZjX1bmlnx7h5Ue3IupX0dplXfo3loaKnBptpQVTs266VYMhV2xc4vj/sl7+x+B4BffWHKBfyvkJaDJixr1qzh2WefZcKECVHrf/KTn/DRRx/x1ltvkZWVxa233spFF13E8uW9B1aeeeaZvPDCC6HPDsf/7izaZ9VMaa2t4cGrLqd7qKgQZhFBp6RjE6b0uyYL2tL9FGfnkT9oCCVTp9HqtEqvd1XAxoqoY3TY21CdGidmZ3L5mNO4fHAb4zUDudmHkRt97t4eBQ97Z1PVMJdJA69JSvzMJtt4cRPI6So/PGs0pYs2Wlv689uJZVxZmtfr/onQ1rYWny9+WmJvaHX9G5yw5f18dF/vDw5ZkbCnqNidirVUGXdiP4ZP/Xr0VA4GJ197Iy/99BZszhQuue+hqBo4qmojOz2X7NFhj3rLhk/hs8dJDYRt2bYBI0GJH3cgucJuHcfQoSj5xYk7FtS/UGIPoiUPPYhr4ec0PPYYwuOhYNBQXPU9H6KKMG2Qw+68jzFlh1bfIS9vNnl5s5NuPx64+KRD2oUjhqamz1i0eCKybDdTmGVb9HvJhiTbkWU7drsZz7Bx41YaG/6DLMsoioIsy1Hvq6pMq0kiwuJ1ma7sjDwnI6fHv5bsTVXU7NVxumQmX/Fxj+3bnx7NHGUfX1jcIKNjEyn5Ptz3PoVmk5CR6DxeR9ww4mBOkVl0Ech1Jqc83OE344My7cm72/qCgNeql5VuJ7soPClt2Ge6+WyO5CQHmruaQ+9P+eCMHtslYb5kISEJKerJ/6svfvV/m7C43W6uvPJK/vGPf/DQQw+F1re3t/Pcc8/x2muvMWfOHABeeOEFRo8ezcqVKznuuNgaHmASlOLiJAbN/wHU6qnoyCgYpCaoBROkMvOn1dOQ6wPqgK2w44Pev2QsMAau95kDSkFKNnvmTOTa9etZ5go/UCpPGI1TdcCGf/fpNwT1PwwMZEmi+sSJ1PsDOGSZfPuh8CSavzwn53jGjPkjEFkkMWIpSdgs33x9w1w8XdVUVP4JgH4js1GkHPxejYBXx+/V8Xs1/F4dzWcOBIYu8LoDeCOCe/1e7RtNWHJL+6Pa7AS8Hr786D1S0jOQrAeJJMvIqkrZmPGkZGRiGDqu9+4iV6ogzbJK+YUNe6JsschaJEqSOizB+CQ5Qt5fCBa1uLhndzWVHj8/mTGH8//wBwDOueuX2PuH/f6Buma8O6qpfeAR5MIMOte76VxXjuEOoLv8GO4AzhE5ZJ8/NKn+HIWJfv2u4MCB1wBTzyQZcepgDK3fl8rmzYkLeqam9q7Y63GbFpaUjN6JTdviL8A+HdkVO/7DGJ/N90t/SEOKB/twB9sq/og62iDQJVP+X/P54DpPp8Pt559L95LmUHHaZGyK+bIrMrlpdib0z4ppWV16wExgqGivSKouWLAIY4b98FjUAtY41Z2YaH5zvZogBiaIiSm9u+KFZL6MUMGOMNI8Cq11NeQUx1YN/ibhoJ48t9xyC+eccw6nnnpqFGFZu3YtgUCAU08NB/KMGjWKAQMGsGLFil4Jy6JFiygsLCQnJ4c5c+bw0EMPkZcXexbv8/nw+cJZAB0diWuAfJ2wZ+XywoCrSdc6eeKySeENlkVeMwTvPf8CmZ31KNbsuTXDJB4pfhVFJHZhdNk0DFngzg8PEGmKwttTp6IZBk3edopjCAgliyBhCbpmVFmin/PQl6SXZSdOR3JEtaT4QrxdbSHCctp1U3Gmxk5bNAxBwCIvQUKz+8t6Ni2sJjXBoHqkISsK+QMHUVe+iyWvRIuvCQQrx7bQuMpHwCHhUzQCgwyEZFoq/t6WzYhjbyUvkRssMjhaTm5QDFlYrIywdR2dnL12d/gwhs7SRYuwn3QSGW4XK598ApvdzqQpU1BbPbAzh3Q5g9Tpprx35xdNPb7C3dJF1rgaJHsq2FK6vVJ7tRr9/4pRIx9k8ODbEIYfw/Cb6cxGIOJ9z3Uej4uGei8zZ443A/B1HcMwQsvI906nkzFjxvTah/XzzUyvfVuae23nbXNDIajdVKWDKHv4GRqeM61yvv0BdslDGcNumraahKHhvgBGNtS3+Xh4UfyYo8cvm8hFk3uSkWUHlgFQ3lbOWe+YAoK3TrqVTq2Txq5GilKLQplDNtnGzpadwGG0sMQhLLplpVeSzDJKx8l1cwfiSE/ne397gYDmR9P8BPQAAc2PrmsENPN9QPfT6W7noyf/gKpL2DWZ5z+/iTvfiB2s+01CnwnL66+/zrp161izZk2PbXV1ddjtdrKzs6PWFxUVUVdXF/eYZ555JhdddBGDBw9mz5493HvvvZx11lmsWLECJcbs75FHHuGBB2LLP39T4FFSKSkqYObxk2Jun318tILgm88fC3h57NRXOWFw74MDwLS3L8fTuQU5pWfwnyrLX4msQISFxbBK1RuGmWFhZQVhmEFlZkyBuc4IBJLW9NDbzdRGKV6OrIXallraujqwKTY0XaO9vZFqVwlFaY3Y7PEDH2VZwpFqw5EafsAFB9OMvG9OwGQ8zL7yetbP+8DU8zEMhPUQqWjbw86B8Qtqvpbh5rb8NNr3zEeWbSjr/kWJqwFVD+o3BMxYEE9YV0OSrLpRQmB0dqI1NKI1NaI1NqI3NaE1NqI1NqE1Ww8j6568ZlO0m3J07T6m7t9Je0427TnZofXlm8yaK6TCZP8AJnVlomQ5SRk/AiXDjpJuQ29owLXKjWy0Iv3rmvgnRlJM4jL8VLj0xR6bgFqaVAABAABJREFUX93+Ko+ufpRcZy4DSy+jzT6JibkDsUkydlnCJknYIpbFdhtn5meFFGz/V+Gw9z3df0jvSYh9QnujSUCEIVg7rxLVpqCoEopNRlHl0NI3ZDK4waYS0qkC0N2dCJ+X9MGj+dfW6/j29c8gsu08uOl6zlizAmeOj4y79+BJzaP/nik8VRWe/Oan2xlakI5mCNbuM12dze7YQmu5zlxavNHWnac2PJXw9+U4v9p4Gg/xCIthZaEpanLXpd9rnn+7MwWn3XwlQtldpbz+67tCn6u2baZsTOKaYkcSfSIsVVVV3HbbbXz66adfXaY5At/5TjhbZvz48UyYMIGhQ4eyaNEiTjmlp67APffcwx133BH63NHRQdkh9oV/7bCuS7mPA2eySvjbFs8GZrN0Owz97A2z6LiQQkuQECJUiJwhrbW8uUgDKthx39g+9SlZZM5R4Pvxty/dtopr/tWAoPss4x4GZe7nzFOTswwYhkFHm5uaqjoM2U9mfuKb+UijbMz4mIPHjpYdvPzBpWQoaTw84dcU5JRQkF3Cf+f/iCfd21mkaCxacU/UPv21AE/XN9KiKOTqOkMCGmgSYBaSrLzmGozOLrSmJoQnQQViSUItNDMfJmWm8llTO6dtW0NJezOpgWjtkyyPBycSPgk6bQ4CikRLSicDHv5uj8N6F2zGRRqK3GEqfAa8EOiCgAc0T1gzRujgd5kS4hf9I8riEtADPLrazDxp9raxU5sJGqzu6mnJicRz4wZxTkF27787AYQQ7Kx3oekCuyrjUGXsqumicNgU7IqMTeldRPJ/Gf1GZHNgVxsAK9/rmR4ehvnglzvb2DVtOtmXXAJC0PLii+EWisLNW/6LV05h9uLFbMt14Mstxl95Pm4jlbf90eNRk9vP1cflc9upw/nui2tYuKOBDdVtMb998bdNxeX2df/it+VvkFU0noDNiU/3UeOuIduRTUFqAZqhmZlCRoA8Zx4zSmfEPN5XheY3r+sehMVK40v2edBQYQojupoak/7ufqPG8JPX3udPV1wAwJsP3MNxl1zOzEuvTPoYXzf6RFjWrl1LQ0MDkyeH5Xx1XWfJkiU89dRTfPLJJ/j9ftra2qKsLPX19X2KTxkyZAj5+fmUl5fHJCwOh+N/Oig3FoRJHRJaHIIIttrk6uKv+xswrEBGgaWGHlSbiEFodC094fGn1e9MsucHD/tuidxeAiS3HTiAIPbfudFdRG1VE61NbbS2dNDR5sLd4cbd6cbj6cLr9+DXvAQMHzp+M+IMoACklP/NGAk9YNDRZgbWpjszOWlCuCbO5ac8xqL3LqRK+E3RKKDDGuyqbTYu6B/2T38w5T4G2ouQPvwJwuvDtyP6by2npaEWFKDm56MWFqDk55ufCwpIGTsWm5Xx9+zYgfx7/Waqm2qi9peysvne975Hv4zwdfbxw6+zyr8Dmy+2O07v6ATSkFNkuLWb9VYIU+kz4IGG7fDCmWDP6OEeiqy7JHXLLru+Xy6KJOM3BAEhCBiCBU1ttOqCHWvX0F/RsDmd2OwObA4HqsOBzeEMLR32FGzOFCRVDrnEIvHC8kp+8+G2mL8t3D8YUZTBCcPzufP0kThth6HK7xHCqdePZfPianxdGrpmoAeMmMuA24NeUU5hwzqMLhctEYkWQai6zmWvvYMANgwoBBw4WupYLo1ka6Zpff7dReOo7fDxl4Xl6IbglVX7uO3U4SzcYaZ2f7SplqcuF3EJYtbka/j95F4seYcZWkBn+dvlbFlsyhR0zwbS/GaM2bbV+9nVtSQUDB18SZIU9bmhYg+e0sHYWxv4530/RZYVZFVBVlQkRUFRVWRFQVFUZFVFVlRUm9pDcmPb4gX/dwjLKaec0iNA6/rrr2fUqFH8/Oc/p6ysDJvNxoIFC7j4YlNqe+fOnezfv5/jjz8+6e+prq6mubmZkpKSvnTvfxqS5CWjCxprdlAvS2bxuyD7AEAgCTA6XOD1kdfYiM8hWN3eydI9Nb0dGgBboROlwUu/UpVfnF6CIsuosowsS9hkBUWSrXUKiixR/do+2G6mlQ9f8YV548tW+nLwvbWUJIkDP/0Zrk9MsbBR23sfuGs/+hvtP/0LiuykrP/V8c9JBHl7+Fy4YtY5/Pmfa3i8vAG70Hn2ucSm3B78T4Kc/t8csqsHDLpcfro6/Hg6/Ob7dnPp6bDWW9t9XRoHMnfDWOhwu6OOk5ZdxivXrY0+tqFz2YeXsat1Fxn2DNx+NwKBq2gsUsF4Bjz/PN6t2ywykh8iKXKCAMvQdyoKWRW7CeYBffe730WSJPr169etbIMl7S6DI86QY3SYLirZGUN40JQ5Nl/BB1BqzyyPYMFIAF2Jjn8baWvmusHRbtgpH1bQmpZNxacf8Vl1eW8/FUWy/T/2zjtOjrr+/8+p26/3XC69VxIglYQO0jtIb4INEb6iIqKgFBUVAQEVFQHpvddASCEJIb2XSy7let++U39/zN7uba6GosFfXveYx+7OfKbezGden3d5vTm69ELyXCUgCUgBlYIrxqEUOzFUW+ud4Ey/S0aVRRK6iWZaGRL+lg2b60JsrgsxdVAuJ47/3+nf/LkuZpzRv4GA0TSW9lcszEgkpWBr6zqe8RNQyssxY1HevOuXtHtcRDrFzbUp2anvP3lpfcY2PUnyl+dTaYloeBTpgLZmVW9pS5EVoIvVt6HGcVvpdpzGXoo8ZiA7H1uSad+++XMfl6n3rwjofwv7RVgCgQDjx2fqHvh8PvLz81Pzr7rqKm688Uby8vLIysriuuuuY8aMGRkBt6NHj+buu+/mzDPPJBwOc/vtt3P22WdTUlJCZWUlP/7xjxk+fDgnnNA1PevrAtFVw+5EC79Z4DD+juDVmlglTfG9FLorKPUMRUhqoNz8nMUhO2zgZvrWT4Q/AGE3/POWOPKw3JR1RgB2xhIsa0+nuE7P9hEpSLCtIc5xwwbyjdF9x8hoI5yo87rsYsbk9u2/VQcPSn3vs6MQO+JjdNavvz5zWad1dzdkA4cD8M1ZJwHQZDoB1h7BkcCWUJEFF6rswe1y43F78fl8BAIBsrL95ORnkVuQg9sv88AD9wNQVv7fz0azTItX7l1F7fauMuW9oTbLebFGhBDzds/DK3vxyB68ijfju1tyI4kSL5z6Arqlo4gKU/891TFxe5yXuXfKFLydrKWfB6GQ86I+8sgjqehFg8fKk6ENfGU53S43w86IUuqLK3Wkb/q6xmyoksqyC5fRFGtiUXMdN1Y58wvtPRxf3NWSF0pmUg0dOJChJQXoiThGIoGuJTAScfREAj0RJxGJYNo6Qb3ZISymjdmWQNsdShGWuO6QpR8eO4KrjxiaPm/LRjMtEobFpztb+NbjnyWXHLgv0/5Aqw4T39qKIDnKrMgicp4b1/CcPp9/uaCA/Kuv7rXNN4/8mMdv+j6R3VWpeW1KTo/tVVnEsmwG5HhoiWj8+cIDq8rwvkjEHGKQV+ZjzgUjKRuRk7HcXyLCGlBcIhdeeCGWZTkxZslYto6pY96qVauorq7GUl2UHT4b0zSwDBPLNLBMEytZssAyTScu0TQJtreTm11NuNq5hy1JZsghh/2nL8V+4UtXur333nsRRZGzzz47QziuM7Zs2UJ7MuhSkiTWrl3LY489RltbG2VlZRx//PH8+te//tq6fZoTtXiHPIAg2Dy5s4dG+7ynHt/T1XdjQapf61gqdWrmj8NNYj5Dx6TJwvtN7VyyLnOnS9sjnOV1sQ2nfPr+QOhnuUEp4ETxC33oNQAoanKkZJnUN/Qcmf72tl92mRdVnOMpy/Hxi//7BWIPmiD7oqqqCnBK1felKfGfQPW2thRZESUBb5aKJ6DizXImT5aKd9/fWSrBT1byWdKg9sOPftjj9gUEvEqSwMhe3LIbPVl3p4OwfBnYvdsJAM7tg9TGDSe+xZvbvTvSSop9Sv4+uqRIMh7F232QqVfxUqFUMMjMBSoZ4XWxcNqpXfdnWUQUJw7v+LPPY3wvMXB/v+IK2qONFB0/lpI5h1H3G8dlJeWl4/hiScKyr5tHFAXcooRbkThubDHjB2SxvjqIW/kCNWYOALQ8vRmjqWu8U+F3JuEa9OVk1Fx6z585/sePMNFVjyHIHMkuvG43zTGTCqkNgF1mDhYCTc1+hv4sREeHmeP97z/jvcFIOJbErHw3A0Z2fXY69FlkVWTkyL41ZyorK6muriZQUMQ3O8V39oa3nvo3rhKnj21uHkDrR8M44pv/PTdZf/CFCcv8+fMzfrvdbh588EEefPDBHtfpXNHX4/Hw7rvv9tj264i87BhCMmbCYw2ns3MjKqbTQL3WsGSkiQU4QVOBV/9N+aip9IVdl15G9NNPKfBkdtwrgt3LPC9ramFMaBO1i7fzwNaFDuO2LI449kimTu5qcdlvc2oP5Qe6g8fjjMRdajEjR6QDMDuXdrdtaH7PebHOGpaVOp5dDW2AhwK/0m+yous6O3c6JK6g4MAonli5wrG8+XNdXHrXzH5f73OLL2bj8r0E8+vwD5SIGTGiejT1GU/W37GxiegRInpmYZQB/gG4+pBjNywjpYTcGzo/xy+//DJvv/02iqKgKAqqqqIoCu0Jm/qwTnbUyd5oqYzwzoOfISgioiIhqiKSS2Jwq8Zq3wayWz4md52FSw3gdmXjcWXhdufgdufgcmUjdFhYvL2TrojpvBB83WQZJgyDSDyOmcxoG5jX+7ZicceK5PVnE17gmPEFRUQpSafUx3Rnf54+4lJiWvfE5usGM+Rk4bjH5iNIArF1DpFsfHgNSqnPKfoniwiygFLiI/sbQ7qN/ekLh+TreGIGkNQN0iL4Ol26QUniMkRqpdn2Umc5ZKkocGAPdltqnOeyal0zi1/Ylqq5JEoCkiyye4XTj4tKP7OEkorEcn8rrwMnXXgxd96xltz8WlqaB3DWlWfjzc7ZvxP5D+NgLaGvAB0pkoOzBvP6mS/3a51VfxwD9D/oNhXbss9L5ci8AI/XNNGiZ6pHndC8nvym+dAEWpoz8drmVUz9+yP922dv2I++qEO5VZFzGDjw8m7bvLq6mo4y6XedlXZb1AXjgAcz5HSQlmURi8WIRCIZ0/r162ltbSWRSKB38sv2pO3zn8bGxY5fOtya2C9yKNkS03efRrGUxTnXHtpluWmZxM14msQYUaJ6lKjh/B6fP76braaxYO8Cbpx/I7qlp1xMmqUR1aMM8A+gKliVantcxXFkkR5Nx+NxJ1ZlH3ggVYBiaMRNfrjryPx3ZUv4KDsZbLtyfZflHRin6pw7o4A86WNcS45GEt2IkhtRdCOJLkTRhSi52dtucFOTzfaNx3DvxjiSKmFg8EEoxrYylUBwLxNb6tk2eAx1a1fwxKN/wBaDXHPPC7gC6fgYQ9fRLOecPIqP2AaHMNmmhdDJShJPEhFPH0Jfobjz4g24v75dr23b2MnzzT1jOFKWStO/NhDfnIy7qM0kyYltbfgOLU65z/oDy7J4//338cQcYj9w/DRkbxYJTSOhabTtWIuZiCIXDMZodAYjI9jLDLGZcXkiNYvGsKkhyuTjKij6kiw+XyZ2rk1n86z+oOcaTLK6f4Rl36ramqaRSITxerOQpK733E03/Yq77nYy60qGHvjJCF/fp+Z/DB1acWJ/LRU9EBb5kyaufaORu89Nd7pLpo5i/falbAX0QCF6ThlmLEKgaTui1vUF42w382dszRqa/vo3oitWkH3KKRT9+CbEzi67/bHIpETpuq/snDBMbn/dCdy9ds5QBuWnO7qo7Zh6rXAz99xzD9FoNGOk3xNy2tqZUFlJRVMTtUuXIXo8iF4PgseD6PEietyInk6/vR6kvDzU8r4Lj30e2J2qD25f0cDQyQX9shj1le4oiRI+0YdPyXw5xHWT19fU8EGthkfZi1sRccsSHlXCrYi4kt/f3rqUuG4hiBZhPUxYTwf3diYrAO/vfp85s+dwz8x70DQNXdczJk3T+OHTK8Ay+MbgHIrjKvVyMXW6BYaFYNgIhoVk2mx3O6mwAwwTUZCIYxMXIC6A3uneGuezyFHAIpGsxtw9BgGD8mFwMEjdJ1c41wY4GTA++RQj+h4AY7eu5o26ju14+fPVl2YIaEWanZewiET0jZo0ubQgvGAvWcc67tgOl1BfFpYUYXF9jQXwDCvloxaS2S35F49BqwmDYWEbySKAhkXr81uxdWv/+gfgySefpLKyMvX7/BOPwO/v7E504htt2+aOO+7ANE0eUO8j2w6xcsMJLN1eBcC2zxr47sNHHXABuHO/OYr3/rEBf66LirH5qZpLpmVjGRY11XU0NNRRNiy7743Rc82nu+66K/V95EiZ8877MbKcbiN0Eo3cN1D+QMRBwvIVYG2jI5TVOWuhvxD7aapIu08y21umhWzBT19oYXuJgke3eevZJYyb5XSQM448grkXX8kH85ey5uE76AkdW80Lt7DjtNNJbN2aWtb65JO0PvkkSnk5JF+yVntSbbgH8mBZFuHaWkK7dxNZ/ElyZvdt/75wJy0R5wH84bGZ/tuY4AYbfIJGJJIeqXs8HrxeJ+C2Y3K73UwYNx5PVKLx+ivRtm/H2LaNth7PuitKf3M3OWec0We7yspKamtrKS4upqSkhECgdynvY68YywePbkQQdRa8/BKV6wZz9Dfnorh614jpEJQSpf3rgJ9dvodfvrahHy3HgfBzLjq2jm8dehIxI0bcjBNMBFFEhTVNa9jZtpOF1QsJ62F8ig+v19utdHs4YbBVd0a/r1x2At4eSjokDJMfPB5GAO76xstMKRuVsdzQ4yQSbcTj7by56mKghaj/SI4Y+R1MK45lJbDMOJYVx7QSWFaCLZvfRJRWoSkyugpKJx0xQUhf4+KmzAyMhpw4j713vyO+pXjQ2yM0ZSUYEM933BzJ6y+4JdROI/d11e2pc+4JhmmliM3X2cJiJdL9mpC0KAmyiKuiqyWj5dktGe36i9p9MmP2tRx0QNd1zKQCs4c4RlSktSoAnW6h9pdfIeesA6tWTsW4fK7+Y8+SDn/603uEctqoaSns1/Y6CMuePXv43S/uAkFg9IDhGW22bjXYXrmY0aOcitmffPIJ8+bNSy3fH3fSfwsH/hF+DSElq77uCfVVbt2BbXeO3uivSyj5IUDTnl1osSi2ZZNXqmHpexB1m5FVTkMTm11rV/W471dXV2PZNqbljOBN26ahTeR4QDGNDLLSGfreroXtTMviuXPOJU8Q8OkaYls7SjiMGo0iWZkWlajWvRplh0plWbY7w8Qe102iyeqyV5x/JqX5WXhUNz6fD0IGRmscwSWhlPgQJJH2t3cSvm8bOqBtT6eteg+fiXvCaOxYDCsWx4rFsGJR7Ggs+T2GXlODHYuhV1fTE0KhELZtoygKTz31VKrjFASBc889t0c582BoPQnPnzn0EpNw4sPU/I8XCQS3n4MYOQ/FLTN2VinB5jjtDTHaG6K0NUQJNjkWsf2NB9je4FhKhhX6KM/1EtNNErpJXHdeovHkFIzrYLvw2UMZnD24y3ZmDnAEtP742R95dMOjvQbwtiT/j25F7JGsAOxsakaQnKDckQUDuiyXFTeyUoLPX4IiJKsC+8aQk9PVJdaBHevWY0qrKM0vJWg3YpDu+CV1GANzhrKztgrVSN+DLQGNt2bW81btPi7S2TA0ovP97852rHlJuYHuikBe9/Qq7nprE6rcqb6NLKJKAmKnUb7/a0xY7KTYmaB2r0mTamdYKYIn9rOIXwdOOukkNm7cyMaNjqXVsrq3xna4IAUsVHRuEUu4uPYTNDWHxoIJjNj+IrXztx9whKUvtLW1AdDY2MgTf3kRSRIdDRVRRJZlJElCkiVkSUJWZKLBtGhjVHTu6ZU1XQcozzz9MfAxPn8zkXD62Z0+fdI+FqwDE1/fp+YARgf96E9V5M7tof8Wlg5Lxp4Na3n3nw/02bwpadnvMI12xNmYlsX1z6zudp0XjrmJKUqUO85w4h7cY8aiFBcRW7MGo7kFKSebefPmsauqiqz2dg77bAWiaTJhfc8xCJrLRcztIub2IJ5wfLdtdiYP9oxDMl9ete0dsQQSk8eOIPxJDe2vr6P38pLOOa6e+D3as4Yyc+nPMZpjFN90U6/r7L7ySiKfLEEp6/oCBacjeeihh7BtG0mSME0Tr9ebclE999xzjBw5ksMPP5zs7Cq2V/4GWc7B6x1EKLSBSGRbl20Kgo3k28LeVW0AVK3tWaHV5dm/R7fj2l05ewgXTRvUY7uRtz2BFs9jQE7vpuimmHNs+wZ9d8bSnU68h9/V+7FuanKIr2B58Ku9d5qq7XTMWb7eXXWG0YYAqGoeh508jCWvZNYbawgOx7YyFVmDvnSsU0k8gIFJk9sJfkzkOOcgCEJyTNHzc9pxrXtCabYbpZ8B4wcitGrnibM1i+BHuxEkMZXaLEiCY4mSBDBt6uVmatUmatvcKCEFWZSRBAlJlJBFGVmQne+dPmVRZuy4sVRUVKQIyxNPPIEgCCmXxxlnnEF2djaxpDKzRzAQbHhjtMIlr5oM2fUWQ3a9BUDONy/o5iwOXGhxA8l0Y0rOfVRZ13dxyg6IhhtL7v3+AzLICsDSpWs4/PAh5OVN3q9j/U/jIGH5CmAlYzP6G49i2VZamr+/vtbkiCO0YweiZaH4A3izs0EQMXWLUHMyjTTbhSfgQhAFVLeH0bPmAjCsMMAKIMcIcnxOkGjBUCRRQBKdkaAkgiyWcvrUAQRGZ1Y29kyalPq+8f33iRUWEq+ooC4Wx2ptIeb2oBQVUjxqNK7SErxlZfgrKghUVKB6vcybN4+FCxdy+Liukv+aYbG8yskoeWh+JYsrmwm4ZPwumbjhWDDKctwIgkBie1u/LlXMFmjJG4ttG6wd/22mrr63z3X0aid3WCnrvoLpnj17UrEzHZaV2bNn09LSwmefOVobW7duZevWrRwx54nUesFg2tI1bOhNgI3bXUZNzfO0ti1h+PjjkdrzSUR09IRFdpGHnCIP2UVe3D6FLUvr8GWrTDx6/0pR1AWdjr00u/eSGobuxCU9ufWvbI69hlt245bceGRPanLLbuZVvcY4t0mJ0Exb22dIkg9J8iQnL6Lo5vfvOu6Aph7qunRgae0SAGyxj7IAgFdwSEWut2fSBWDabciA25PHqAmjWfLKp5nnKY8H3suYV372MbDzWQDev9ZxW76z8x1uWnATdh8ujcq7TmJXc8QRizNsNNNEM2x000IzLOcz+X3KoK+mLs1/ClY07fYKvttzHFFQCnPt8F+REPV9L3WfGJI9hEePfBRBELBtm5qaTHHMe++9l8LCtNXMk1sM6kR+1LqTK39WxC8SJRw97hpcM8/Yvx0fAIi2a2Q3TyLurSWv3OOolltmJ/0VE9O2sC0Ty7awbItETEe0ZAKWG0Ntx23IjDMGsk2qIy5oeG0X6pCPKFAnsWS701+Vl7Wzt8YZmAiCSeWOR8nLu++/eep94iBh+QrQQVjm75nPea+fhyRIiIKjCNuRLioKIsvrljPA74zg70yu23DOxTR2F/y0T2yInTSF5nwwnxOBzSV5nDn/2X4fo+pKB16NWvUk33rwUbIK+ucv7YyO4pQXXXoppT/5Sb/WEVPCcV3NvJpp0dnKvGZPW5c2QwqcgFLXkGzim3qX2ZMLPFi1bWihF7GMPQyp6vv4bNtGT/rQlbLu1Ug7dIQmT57MrFmziMVilJeXIwgCM2fOZMuWLbz77rsoSuZLWJIqKCqaRsA/OpUhZRhhNm5yrt2QkScybnLPVekGTMznpBVb2bhxKxe05jEzx0+2LJEjS2QrMrmyRKEqdwkyrEuO+kuyeo6RMS0by3RiUapjW6jdsaLHtt8tTDDSbUHDX1nR8Ndu2zSE7k99n3HDU3gwcWPixsYj2rgl8EgCq0pf5+QtFm4N3q35HpLHi+zzIXt8KL4AitePy5+FIJt42sDMgTxvSUbxvH1hC87/x+0twJft56ybJvHSPWvS56plWleGHTqdW3emn5+TXzoZVVLZ3ua4EiuyehbFA5BEgaGFB75J/cuAd3IhiR3tGI1RlDI/mDa26QTbYlrYphN022Q3OmQFJ2PSsAxM28S0TAzb6PZ3B3a27wQXfPvb3065RwA++uijVCHdxsZ0pk1efgFctJBLgQNbSaRvaHEDyXJRJI/i8h/O6tc6//7eh7SbcPTsUsZcPIbGv60lURVkqN5psLl1IgCpYeIOmH/Gs2Q3L0aWEhQV/vBLPY+vAgcJy1eAMr8zKg9qQYItwV7bVoedGInKEoEJu2xIJPop1ZYJr7Z/kspFg4cy5RunsfLt1wCIBds/F2HpiXy0tLRQU1NDIpEgGo3i8XgYP348bre7V8Lid8ks+unR7G6OEoobRBIG4YRBKGEQjhskDJPTJzskLzCnHN+0Uuy4gRnRCS3YS2x1ZvEvoymG2LIRS98NgoBu15J37S29npPZ3IytaSAIqbo5+6KjE83Ly8sY6XXMmzFjBpMmTaKxsZFdu4rRDUeXqKT4RkaPzhQya2ldjG3reDyD8Hp7L6H7flOQDWGHfDxd28LTtV0J28wcP89OGoaSZH4Jw0xZOTosLNG4xqPvr2DkgEKOm+IE57VFNTpMfbfM+CG6HSdqREkYCWJGzAnANeLEjBgVvE9S2hCPpwLTjGGaUUwzlpr/nUn/4OE1VwFQ6+rBxWTDyZssLvsoeS8s/LD7dkkUoxKbaLFKPBYQkCSPk9IseR3rjuhBlDxIHue52rlSY9en69jR6b6wzDaM2PyM7VqGzncmfYeH1zwMwO5QZkXs8QW9p4P//wTRJZP/zdF9tttVp8G7HfIOr/fZ3rZt1jet58K3LgRgb3gvk4onUdzpGRw1ahSRSITW1lY0TUPTNAzDYPDgwZ/7fA40aEnRONXd/7gfPfnS8JY5pLnwGoectL9fRWhez7GUA9oXYHmcNPScnMM/z+H+R3GQsHwFOHHwiVQEKmhLtGHZllOMzjKxcKSUTdt0JJVtC8M2GJw1GOlEKI268So9axV0N5ic98+/UPXZMhITK2h572EKPPnYlk3N3kpqtm1GlGXAdtwXlu3Ey1g22M53VRYRDQst0bffswO2bWLbJprWjG0763WQj4aGBh5//HHC+9S6AVi8eDEnnnhi6ndPgXRZboXxA/qXzie6JHBJSNku8s4fRassEv2sPqONKx5hdE0zHt1g1uvvoRT3rsXSYV2RCwt7VO7tsLB0LvK5L7xeL4MGDaKh0Yue5K0jRpzYpV1z03wAPO6+3TxhM52hMdijUuFWaTNM2nXT+TRMPmkL8/uqOm4e6liH6tvTAXlX//kNVrR2FtVqgee2cOeZ41OiZtkehQvHnt/jMdi2yYcfOS+s2bOW4HIVdVpmY1kalhXD9fChDJvzc6wPshlwwt1Eo3GiMY1oXCMa04kmdOKaQflih8C25LtoHV6ImNAQ4zpiQkfSDGTNRElYeBIm7gQoezseBDtJkqLoeiZxEyWwLZE962TMRJqsGPGVKbJSUDGYU2+4GUGA3FKHBJ814ixa463EzTgJM0HciCMKIoeXHPid+YGGuJGMOZP7Vx19X2vZ9+Z9jwXnL+jiWu/IAvxfhZ5MfVf2IzA7KZyLvyLTypd93GBCw+J8+kILlX6RmCxw5Y60i9aS0v3+/bsbubVrgfgDCgcJy1cAQRAYV9A1PuOrwHZXGwm3ClvrqNn6Jp09vfuj9VgV38NA+h5FVu64l6qqdNFBXT8dyKK6egvLli1j/T4BtyNHjsTlclFVVUVraytPP/10allPhOXzQhAE8s4ZSd45I9l788JUJpUVa2NoUzueqVOJb1iLvjcLKSsLMSsbuaiwS0ep13S4g7qPX4G0hSU7u29i1dqyFEmGRHwgktQ1PTMU3gRAPFHX4zaiepSqYBU7m/eiRvcyvfQwnpvSNQvpqdpmbty8h2dqm7lpcAmyKGQQ3UyyksYtL6f/b/n+3mXNdb0Vx4oioCiZRQgFQUCSXEiSC8GEXHeQgpwCJp3Qc/HT7e8/ig4MHHs4sx75W4/tQvPmsfd738c/YAJj5jyKacawrFjSuhPDtGJYye+h1jbaa/M4/OSxGAkT07AoH+Vj08L1WNaxHHXZt3B5u770SnwllPj++7Wm/hfQobrcX8ICmVogU4um9l+X6n8I+2th0aM6HcMYb17Xa10+dDR3nFzFKw1tALxUrvDGgggJES4Wn2EyKzCQWddUyHmROKN8vce5/TdxkLB8zREc6iG0LYFsiiDYKGLyZSOAErOxh+YRKCpKZjcICIKAkKywLAgiy+uXU6u0Mb2wbzXIHTvuyyArQKoEwTvvLErNGzFiBEOGDGHatGmpGJdoNMqCBQtYvXp1KhUxkUjwVaHgivE0/TP5Ek5agWIrVrB3RfdxGWIggOj3I/l9WFEn7qSn+BXLsggGHZNJbxaWDkiy08bl3sOSJX9gxoz/y1g+oOx8Nm9ZRzS6nd17HqVi4BWpZbZtE9SCzH5mdmpeNlBrHgVT7mdfzMh2Rlj1msF5ayoZ7XPjl0SGlwUJNIXAstluFiBjoWJSbzt6MQPFVnQk3L4sLju8Z6IGoGlO9o+i5CCKPXchdokXiJA7q6tVqTPMZAHFnq53B4wmZ79yQSGy7EeWe44ZKS4GuvFaDBz7g173cRBfHpbWLAVgZcPKfq9TG07rr/zhyD986cf0dYCe1LlR+pkKHm3uSO0GV3b3g42/jBvMxWUh5reEON6UYcEWopKALYisIl3wcGUwcpCwHMRXiIE5vDG7jmsmXsN1h1y336t/9Mb57GmuxcTsdnk8XkN9/evs3vMvNK0hNd/lKiGRqEOS07EzRUVFnH766QwY0DUV2Ov1cuKJJzJ79myWLFnC6tWrGTVqVJd2XxbcI3Mpu30mgiqiVZXT/Bc3RmMTZjCIGQqi78qMUbBCIaxQiM6yX66R3R9fTXU1I7QS2sRISiBOiybYtXgzpYcMwV+QRXttC607GyibNJjiotnUNzg+/GjsIRKJb+NypUf3+flzU9937fobFQOvQDM1nt78NL//7PcZ+5YEBdPW0fTuU55dooBfEgmbFp+0hfmkLemamzCGCXu3M6tyPf/8v/NQVZV77rmn6wZ02DlvOfHDforb3X3HldAcF4uq9h7zZKoOIXUFeidAdjI1VemlACGA0eycs1xwYJRX+F+D3hil9aXt2JrppCmLQqdP0SlFIDmDHtGnEJhbjhTo2Rq3qjEd5HzhR7/FJam4RBWX7MKveLl21AlU+J3/ZUgLUdlWyfomZ5Bx5MAjkXshw//LqN/RjmgmaNtZT6ItjORRkVSlxwDzWGsc2zZQ0DEiCRSPClKmRk50bSOjPq1jQkUAOUekFShI1lsSLAs7OZidkXNgB47//3lH/A+hQ6TOtPZfVRdAFuRe11/8yRFd5s2dsxaw+XjBJEaMWEp93TAUNc7cORd1S1Y6w+/3c9xxx3Hcccd9ruPdH3SIVbmGDKHst7/tslyvq8Oor8eKJ5ALC7AiUaxIGCsZf+ObPbvLOgBt2xo5wnBqP215bQVaUxRfpYnHVtg7fxnyMcW432tHBta9X0n2RZnEp67uKQwjiGGEMIwgupEu3a1pzUx8bDz2PjofLsnFlKIpDCg8nhfW3g49lDUoc6vMP3w0HzYHCRomEdPi3l0dMT0C2dnZqcrKt912G4sWLeKDDz4AQLY1PJsdleZHrnuN7x/5AoLiAcUDsjv56aJGWA4CRCJb2V71NH63DylZz0eUPEiiG0nykMi2iGo+TCkfy7J6lP62DYcmqhV9pConLSzSAVIP6usE27b54JEHWTvvHUbNnMPkE05GlhWq1qwkFgpyxIWXE1vXhLazve+NJSEFVAJze9bD8XhHQauT2r5u97+7LH9t/d34/ONwywGa25ZmLMtz53Vp//8L6t5ewJy1f0a0TXY4ORHYCFiijCUq2KKELSnYkowtKcRFCWOATEISeOBbDyMioYgqsqiiSC5kUaUplhb5zFYKkESFlp213JQ0OFeOO4zJV3yHwZ4Du2jkQcLyNYJtOsGyTmyGjW2DaAlIpkJjawt7G2udoF7LQo+baBETUQHJLTpqusmgW8tygn9lt4huORaS7soIxOOZ2geKks/MGR8iyz527PgTAH5/K/7hju6IpvdH+v3AgVJSglKy//EKZd5CojiR9YGlcUBMTuA33fBeutMvjmXx93+/yKDB46mocEaP2yt/0/PG5SwgHQjnU3w8cPQDHFbimG3vXPMKkE6d7w7lbpVLBziCbvWtMd5dvYGNuQV4tXiGG84wjBRZARgTWkUVDsmzrTD21vcRhK77qTm0DDmpxL9rx8+7PQbDEvnlJzdTFy0GdHj+bVymhtsycFkGHtvEJZgE9Dh3JFP2mx95hMjCBQguN6LbheD2OJ8uN6LHTWyDc/3k/AOj4vbXCZG2VtbOeweALZ8sYMsnCzKWr3z7NY6dciX5FCIXecg+YQi25SjV2pbtfCbrBLW/6aSE22bvMWhjB1/FJxEvRWKYQgV0S8MwNepbP0GwncDPSHgDnUsl5rnzyHHl9Ft0838RQ917EffpjwVsJEtHsrpmg0b8HkwpbcW0MElYMRJWjAyTcRLt3VhnR21byzUDi7o2PsBwkLD0A4Zh8PLLL9Pa2ookSYiimJr2/a2qKtOmTctIxfs82PvThQCIPgW5wIO2q/v0aMNrc2Xtb5A+lXn1hU37vZ/YKAnywLC73tl1da9m/Nb1ZrZtv5tQcB2hcCY5KSo6mWFDb9jv/X8dIUczE8/b1Rjy4QVkDy0k/MQ2VFsm7NXJiqpYWBR4c4mEjyEUlMnPl/AHvLS0LOyyXbd7AGMnP42904n5mH/e/C7S92qy4qrdjzpVv/l4O3+ywpDrvOCLGwfh2Rtg8+bNRCKRLkHP5d528ElURbLxKS5Cw88ge+R0MOKgx8GIgR5n9+aNDJ20AcsWWNs0lsF5Ei5JJ6DqqIl6TAyatfwkWUkjIakkpEwXQmmnzjO+bh3xdX2resqF+59+//87fNk5fbZp3bWH/KxCwoEQJeN6tmLp1SGiqxsdRdtekLBdxLJO5rSKIm4Z1umFaln8ZftiNgVb8AgJPm6spyHexuVDD+WXE7/R73P6X8WggdC+DPK++11yLrkcIxrHjCcwYwmsRAIjmsCMa1jxOEZMw3z3eQjXkIfEBX97gkQ4ghaOkAhH0aJRGnfvJBxswTA1Bg+fjGQr6Ik4LdEalr36HAAV4yf+l8+6fzhIWPqB6upqNmzov/VA13XOPvvsL2XfVkRHi/SssVIWHErYzvw32lgIpDsTQ9SSCTM2CE4pAMmSkWyZstgwyAozuXByl20XFZ1I5Y7MGIqamme6tDv8sNcJBLqvm/O/CLPVsVIEjhmIMcJDWUVhyt0R+0keWDYDc3zU/2klRkOUc9UjKLxqIqLnBwSDa1n+Wfd1TeLxajyiQImvhLpIHXtCe7oQFiXpArTIJBvNoQR/+rSK6oROu2URxGJdpyQYT8KiotFANvws+eSnWLaEackUl8joupvWljJy5BjTKpzRc9XwofjPewjUrlkHFXeNoeyvKtuOiPNo/iWESRc+LFAj/M39O4bEnbgUFZ3lP5pLNBQlGooQDceIRuPEonGiMZ1tTTn8ufEsZjZt4cRLTsGOJ7AScexYvNtPOTcX/xHdu+oOomcIosiV9/2Nf15/Tcb8WeddzMq3XyMWCqKITsxSS2PP9bMgXfxQ6CMoNJRMwQ/Ime1EUeS7I9Ou5jNWbmNXe4RDSgb361z+19Hh+lRLinHlBnDl9l5ItW7HMlhVg1tR8WRn4cnOTKAYxvQu6zTurmLnK6sQBBHbtigd/tXFE36ZOEhY+oEOM3pubi7HH388lmVhmp2lkp3fu3fvZsOGDanKmV8GAkcNRB3gB0FAylKRC5MvkGRNkyEPrmHdljaGD/Rz3M2HObOTcta9lVRf9Pw21szbw+VjLmfGmcO7beP1DsHjriAWzwxQlSQvpaVn43aVMWDAN5Hl3h+o/yS0qioa738AsBH9AcSAHykQQPQHkAL+dDZQIIAYCCD5/Yh+P8J+VCo12hyXjZznIXvwPmULctIsoeCysTQ8vAa9LkLTYxvIubSc5Z+dldF+2NCbqNyRDn5d/MkRDMk6krpIHVtbtzK5aHJGeyVZDl6PbeeMxa+SkzUBSRB4s7Hd8Up1k0H626x8jsxSeeOVNgAKs4J48jIl1aPRLMTPTB5Ts1jSlkVF7etcve44iqae2mV7FUlZkxEL3VhnZI6ymzQfp4z/M+pKp9PVUKivq2Tk+O4LFX60pYF798jsnHkiF13eNV7qq8SSymaeWFqFKol4k+UfvKqU/JTxuSR8qozPJVMYcDG86MAOSOwLuSVlfPfvT/HQ1Rem5i1+Lh1boohO/ELZ2DG9bsdOEpa+ChqGkqU0fH3UTWpLtsuV+5cV878OM+xkzUlZfWduAiSS7VVX3/EntmXx4b/+xup330jNGz1rLlNP/XoUhzxIWPoBXXcsHIFAgDFjen6YFUVhw4YNX4q+iKCI2LqF77AS5Lye08xEKUlKbBuxU1R4b2QFQEqac029d13dKVOeYsXK84nH06Ou2bM+OaBISme0Pv00wbfe2u/1XCNGMOjpp5H8PQhSNW6BPZ+CO4vENicg0KypxRosIARyEdSu+ipyvoeCK8fT+Le1aFVB2p+rRhrkx7SdDsbtHsjgwd/GtKJUVT2YWi/PcMjE5pbNXbZZ0Gk/W3Y9TGtp13iYY1dH8WgWh80pZ2COhxNGFyVrVDlWwsKi6WQVTsM0o9TULkGSmvF6g7RMMcj/o5/r6yzePNRDJP916IawNJYPpHDvHt6d/A2OiAYIiTayDRvKVWrL3VwchOc6tff6e9aqaQo5g4GOjIX/JP74/pZU3ar+4L4LJqdUlr+ucPt7fm7LvMOcNu29p7WmLCx91Fd6u8mJ5Yr1EevSpicFC5WDhAXACjlB/2Iv/6vOiEec9lXhNhY+9S9klwtZdSErCpKiIMkKsqoiyQp1lVtTZGXk9NlMO/M8igYP/WpO5CvAQcLSD3RYTNQeVE870OEWsO3PI66fiQ7CYuu9xyoIScJiWfu3T0lxjtXoY/tudymzZi5A05ppbv6Y/Pw5ByxZAdD2OsQq8I0TcQ0fjhUKY4ZDWKEwViiEGe74dOZ11GRKbNuGUVuDNGJE143aNjx+BoRqsG0BcFKUg4tDBBc7WRACMUQxhrukjdwfXJZaVS3zU3DZOBr/vo7E5nbGuR9lbdE5AIwd45CNYUNvpLTkLJYsPQaAQms34OL5rc8zUE5w3OjvsLV1K7cuvpWglo5l8ttBfjaqHMMG3bRo3hViTLVO9ZYWcku8XDhjcKqtaaT/zyNGX01ekdNJ1TcMS80fsjuKr8EDCMgWCGr3L66q0VezbngBR80Kc+H4Yp7/q2NNmVZpMXjCddiqD0n8P562JMZpIcoHd3NNk+goGVDg6/3Z+iqwt9VxW101ewgBt0xUMwknDKIJg3DCJKo5pSHW7HVevO2x/St/cSBCEATGzD6STYvm99gmvqklFUMnuCRn6qjELAnodU4Fa7GPiuFmsku6Y0ctPllCEQRnEgVkQUAVBGRRoDWZJZZz0MICOBILAFKgnxa9Thb9T199oV+rHHX5NUz5xmn7fWz/bRwkLP1Ah4VFUbqOojujw6rxpVhYkhYQW+99W2LS3GqZ+0dYZLWDsPTvWFU1n9LSs/pu+F+GnqzqmnPGGfjnzu2jtdN++9EOUVAqeihwF2+DUDJjauAMxB0RLMsH6IBzT9h4MC0PkZpscgwToVPn6xqSjSkLSKZNYnWY4FElZCl1tAfXkJU1kV27/05jwzv4/WMIhzYySE3/T/648TX+uPG1jMMZnz+eYTnDOHHIicwu65QxU1FEbWU7L82vwTT2qe1U15z67vWn3VgjRvycbdvuQDNkDt/7LzgNDhG2USS0snNvAd57/4JHEZOThFuRWUchZYLF5qoCqsNpS547bweSYSP6mlkt1oNVxtgRvY/emsL/HQuLblrUBx2yeu3coRQFerYqnP/XJSzb2UKO9z9Pqr4KnHTdjzj89HPQ4nHyysqpWrsSQ9OwNkmIuzIHMHbCTLmAMiCAlN3//9nNW/f22SZXOfg6gnQfJnq9fbR0MELxYVQ3oc45AnnUSIxEAl1LYOo6pqFjaBqmoWNqOoahM2DUWA45savl9OuAg3dIP/DfsrAA2EbvhEJOtgvFDRZvasA0HT+lZYNl21iWjWnb2JZjhbFtm71tMZrXNtOgmLS1hIisrsYwbQzLwrBsTMtGN5306DGlWRwx4uuTlZHY5GRKiYH+WYG03U5hMKWiArEnH3BbsniYrxDh6rfpLINmJzSsYBvaqhU0f+gHJJavriPbo7Br8V7UoMbwJp3OY8c7hNs4UX+Zkg9+S2v4Fgo1i6ER56VgAevHBPiJx+Tfe3xUF2S69vLceTx9ytPsC9MwiAbbCDbWYep70BOZrov6XekU9aiVQDZdyJJMxcArqBh4BVur98KHjtDXKnuEkzrf1vVSqDZ811BQEGiqjtNUnU7BjrcMo/INJx7nFGC2aPHcznre+dkrKKKNSwSXBC4Z3LKIRxZpaJOYHpfJ2Rllzbw9yKpI9ZZWBEmgYmw+gTw3iktCVkUkVccTcGKoRPGLkYf6YBzLBkUSKPD1/uJNkao+ShZ8nVBQMTj1ffTMOc6XI8GM6E6fY1jOYEkA23CqMWM4lZixbKQ8d6+uaoCXJg/n2boWNMtCs20M20aznE/dstGTn5ptMzc30CU49/9H2J0GuztOPQ25dCSCoiIoCihq6ruoqtimTmz5PACGAqWHziTnrK9HLMrnxUHC0g90BN3+Ry0sSv8sLO1Jafzmdp3m+9b32hZgr2TydCBpQvQBDU3wTPeqqR0oy3bz7g1zCLh7P///NvT6dNFDtQ/V1A4kdlQC4BraiyWgLRl0nN11m4JLRSosol4SUw9T2QtOpk13eVNnzPZRrQT4B9eQK8r8qPWxjOUiMHFTiJyP85haaxKXJe79rswRpacwLW8uiUiYZS8/R9GQYQwcN5HV77zOliULqavclrGdYKIEODb1+7XlTWQnM8ee+/RCRrCNhP82Tjr8EgBiRjTV9g/TYsQ0jbhmENVMYrpJTLeI6xatQR9KeyYZEiXBcUnuw9NzLJFcU6ZKFKGH2/jkiMxYXcZe186idZmiZVuX1Xdpnz/2dQrHv4YgyMkKzd50pWbJl/z0Uz7gQnJzu2ZHdGBHo6P+UZLtzoj96g6NyTibQv+BLar1ZUDyfXnP+MxcPzNzv96Byv9pmO2ZRWON2q39Xte2/3cLQnbgIGHpBxYudPy5n332GT6fL1mHp+vUUF/HGLYxqH0nLIk6sQ8dvXjH91AdrH0WXAGYchnkD4ex3fgSZZF56Cx8dDlSVrqjFJITOO+AaFucdq/NREMmIMvYAiAIyU9Sv510Zlhkp/2dg2SFXUb3fvlTJ5Xx+hpnVF4XjHPfB9u47ugRZHsPXNLSYUqF/mt1aJUOuVCH9UJY2pMWlpweXEZAg7iX4eJu2oTJqGYBcRE2DvHiHZyNtbmVsdVxGt0i90/0c1alQw4eLr+Ab7U+S2D6LYiuLAwBePtHyLpOdVs2G4cX0OZzM+ljCLKa91nd5/moHh9aLIJptKXmbfh0Admb05katwm/4Un7bFzh23hp/nrOOvK3hKJObEy+p52zz7xw382m8M68nVQ+v5OgCjfff3SX5VZStPCRmz5EMBV+cEQ+WRW5BKMJwnGNUNyp0hyOG0Q1g+wVCUAmu1yhqDQPQzPZucYh0JIi4s91YWgWkTaHNCTaHNJo20ZSLbh7fSJNa2RqL4TlH4sdorqnJcb3Xnwer0smYYZo0WopzypiUtEYsj0efKqbYLJ6bsH/B4TlIP7bUPGf9EfM0F4Cc0udNP9YAjuRwEpozm9Nw04k0HY0YxsJjPr1KBUz8EzqPhPvfwkHCct+4uOPP+5x2UCquYo3HFP6u6/0vqFoM8y73fn+/RVQkJlaLGW5+CNx2i0b2voI9lNhb77EyluO7OvwmffAQqh2Ovl/3zCbI+75qEsbRRJYsasl9duy4e+LdvL3RTt54JuHcOqk3mvD/LdgJQsSunrJ5NoXaQvLsJ4bdVhYcnq22hjRevLUP7G94mRGnv0PJEHgtKykyfw4ME2LMsFxG+Zv+ohmNZeI7OXZw/7CNTMdM64MMOVyqF5BW9W3aYs568uSiafAS07BKDz+ALXbtxJqbszY/0k/uIlhUw6jYVc9z/7yOjpMGtGgxvx/pkUBl41w8QM7ra2Tbb3AvA9fYFXjVOAy/GrXlPxwwiAcN/C7ZVpbHBeQpXafqiqKIoobMB3z/vTJQygb3DN5/POqtwEYfUQ+h87NtEkZlsWKHS3k+lzs+vBNti4sIpCTz5wjVmGakWSV5uSnFcU0ozQ3f0xt7QtIUu8VgjfXN9KhTvzm8o5YgfzkBM/QvM8aNtmeL07W2xtjNO4OIati0tXluLsU1fmuuCRkJbMOzEF8dTDNGKvXXEkstgdBEFPZkC5XCYqSiyA4KtaCICEIIgISNhaKkkNhwXGIoitdlkJ0I0luTF0ALR/ZpSIrziSpCqLYt8tLr4kgqH7k/NHkX9x7mr/RniA0fw+RJU7BSOn/A0J9kLD0A9dffz0LFy7EMAxUVXVk7ruZitst2AWmmoU06gRSthAhae4QBGjdBbs/cearftDCEGvpss/c04dhb9sNusn5g/IZlLwZO8JjbEAU4JOmMIvqg8R7eIHsi2OmlLKjOojqVxiY331Ql27a1LTFu132zPLdByxh0WudB1cp6//xdVhYXL1ZWFIuoZ4tLIQd94XuKyQn20POPoulHrQo1ka60ewZMJXpP/0zm375K2wEBuYrnPH7pxDVjnvAZv3893nvL0615oFjJzBmlhNgLHekPdsWHz2xgo2L024WV/ZeLh73OyRiXXapGc6N5RbT7auDjdz25hLeX5PuaM/PzqYCEDw9d76tTe0p4cLcwj5iiQxnO1l5mebs+vYYL/xkSac5jmy47JNQlCwUpXuNiljU+V+pSu/1hs6YU8k/F9XhtSvIcnnQDGiKhrAtBWwVCQ+WKWNaMlgKnpwtiOIXk4u3LZsX71lBLNi3TpOsiIyZVcacC0Z+oX0eRO8IBtfQ1vZpl/mJRB2JRF2v6zY1zetxWfOmHPYsyKw+LkoSkqI66caqiqKq6d+KiqyqlOvDKcfpi9bd9YpTbFIWQBYRFRFBlRAVCVGV0E2QPQU4eX2w+LUd2D4FWRGRVQlRFPAEFEYcWoynlyKVXyccJCz9QG5uLqed1o8UsO3ZsOs+pNxBcPbf+25//xRoCcOLV4HsprIhRJVdwrf1GyjKCaSEl644cyyjS7rvoOOfVrHopQ2Y/cwSkpOBwZIqcdtrfav3esqeQc5eja1nEdn1bU4cP75f+/lvQK92XEJKaWkfLR2YoRBGg1OBWh3WHwtLz4RFjibjgHx9l2SIymmi+Lu5J3fbJnf0NC74wdU8ff8/2Nlg8f5tl3HCXY7KsCAITDjqeAK5+ZimyZDJU9PHkdKysDPICkCivRxJ7UpWAKKGc0yKqPHg4vnc83pHhZdMYlJdF6ECBff2v/CH83+LGriYI46ejJEMYB19yhD27HCIoyUYeHopVW/oBoLldEG5Ben7+2+vbkZ/u6bbddrdvVseNN2xjChq74Sl3azDXfwm10+9gSvHX9FjuyU1S/jWe9cwPGcY8KNet9kXdM1MkZXCigCGZqJrJoZmYSTMjIw9Q7fY9ln9QcLyFcM0HfeszzeC0aPvpLV1KZalkZM9FaeCjwm2hW1b2JhYZpzaupeRJT+mFcey4pim82lZceKxRiw7jCtbQ5QkLDOdYWWZJpYZQ493/wwCGN4I5cUOYckN9n4POzbEttTvzSsb6U6koq0hxpzz/zfuo4OE5ctER50Us59Kt3lDoKUy9UIcJsIwahlv7GRVm6Nd4VEkSrJ67vQbkxoGMaO7W7WbQ0wO9PWEwb8+qeqy/LRJZbyWjF05S13L+9mrARCUIMeMWMOFh1/cr/18GWgIxpm3uQFFEvG7JPwuBZ/LUSL1JSe/S0ZKms9TFpYkYfnk2ftw3/VXPAmbvdd8g+Nu/GPG9rUdO2gIeNHzchDXr8Hl8aB4vLg8HlSPNzl5EOucCsa9uYTcUcdFIwX6LiB2qLaXhW6HINU072V4+ehu25XNOhPu/wcA6yvDnLDP8sGdiEoHrNQTvX+B34ro3LPrm8eyPkVWukIXIJ6/mkTRKAY0xWlq/jeLF6TPedH8asae6ARaWmLvz0FbczrAMCffscQs39bUI1kBcPfyLADoWlLWvA/C0pQkmIWe3mOdmuPNCAJdSiR8Hmgx51kVRYFzbz60i7ijbdkYusXezS289fA6VPfBrJmvGh2ERVHyyMmemiQqvaOk5PQel3364S2EeAaXO58bnnoVyzQxdR1D1zB0zUkt1hIYyXmmlvzUNQxdZ+lLz7Ko/iWy3QVUjJ3kaHEZNhhOAUpMwARbNzHjGpKg4HKX0mTbTDtrOIbuEOC2vY3s2OCcW9nwnC/jUh0QOEhYvkxISXN8NxU1u8V5T0B1sr63IFDz6CWUCS1cMWMgtx0yC0kUGJDj6VX/QepQuu2ncJyUtLAYkW7KeEKKrHhIIGDj0vzElRiCYDJRKk6Rg8+DthdfJLxwEaJLJbFtO/GNGwEoue2XyAUFKAMr0KqqkPNykXJzufuD3by6M4Il9O7u8igSPpfM0EgB4yZPZtDbL2G8/zwD9rQQy53OqjEXM3i3SN0Dr6EE3IgBD1K2l7rPPmHt8CFoVpw1f+q+grJP1vh2UvfM+uss4j4vlqxgKSqmCBpxXP7BTGx0SI0U6NvCckGBl4XJd/X7Ozb2SFg+D8xUJptNPPgsmA2Icilq4ByyBy/qcb3DSlaxuGY6W1v3KdMgxskdficvb/0TEWzucMUJKU6sUCg/j0BkPDmyQKORvv/Wv9OOiERUDfLwww+jKEq3U7TFBBxy897f3kdxSWxb0XuXNCQ7gmWaiFL3L3NNc4iIqvRe0bkx5hDMQm8mYanavZ31O1bTEGwgNyuPxpxkMLL7yyAszqBC8UjdKlELooDiklIq1GofwmwH8cXRQVgikW2sWXstgiAjiorzKSgIHd9FBUFwvkfbmvEo41DUfGTFg6J6kRQPsuyhtXEbciHEgs47QJQkRElCcfdOtDtQ+dlSttYspt3dwjeuu6XHdp+9tYSPH7sTQczmxqefZN9KQB/f/ibgWMOHTPzfqW5+8In4MtFBWMx+EhbVC0PSgVW65AWrhWEFHsYNzOnXJob7HcOg0M8BtZrsDBWfwrCAm811oW7bxXDxojYJKicBIGLxiEvmmbvn4U3WXPGqEseOKebqI/qWdrZ1ndrbbge967Wpu+32bte5BjjVm8dDl/wK2+0hHDcIJwwiSQVSPekGc9JuTY4Lb8Rvh2iWAFuivbyQbCubCR6JAaqIUZ3bqdp6FC+TOb1iAkubXsEqd6HFomjxGFrU+TR1HZeYXkO0bLyh7qwPa1PfPsNPaVxDBERBQBJAQEAUnBBPSRBwebIhDNgWs/MLsQwNQZQRxO6ImQ0I5GT1L6Cuc+r96fffBZpGezRKKNyGLU8E/5/529a1uEhwysBBTM9SsC0Ny0pw3+A4b26pZdmSIJs8Axmc+xlZg6pZ16zzUv57nNd8An8Um3jeciOhcKQxjJzSidgIzPOvIrh3AiISYtKNVJ21jUR9z0RaCQvk4Nz/Vev7d37NkT/w0ce3I5gqoulGtN2IlgsRD5LtJuLaBhI8u/1tEnu24pE9eBUvHtmTMdVFnPiEAncBW7avp7a5mus27+PyaQWSJZe+FAtLMtvI1QcRSSQtMar7YPf8VUNWnLIRut5CU9MHX3x7Sf4ba9P5w/lOzJMgSpzw7esYNzctM7Br6xZefu4ZTMtCFEQkUUSURGLrVyIC4ZZ9g74zsWttMnNRyAwuNw2L197ZTk1t2nUviSbQvxjHAx0Hn4gvE+J+EpZ9YCU7ens/1i9NWl+EflpY3ElxJhubd37oCEbtbAzzw+dWs2ZPe4/rWYiEEhahRGYw7opdrVw1e0iftYuM5maHrEgSRTfeQMM9napAyzIYnSw+oogYCGC1t1MabeHu2UWMOGxCl20mDJNIwiQcNwgldN694S8IgoRlp91jDa5NRO3ZdARtdsC2LWzbRhQlhg2ezNRbL++yfdPQWfrm/dz3tIuKklaOveY72Ik2rEQbdqKdRGgnoqEhmyLPtJaxyTeE59tzuX3Jxl6vBXjxh4Nc+uKDvBeL8F5yroCNKNgI2AgCiNh0PKJtwUSqAwQQJdm55smU9Ygo05hTgGyadETwFPt8BAo6v2gdc/cDrSP4qC3MGXmDKC/OZUf7DlbUr+DuZXejWzqMdIL4dgE0wxMnPMbkTe/A+hugeRs/6NjcYRdgTL2CNz5+i0eirxEst/HofhTThWCLtHkaeHn2S6ytX8vfV/8dyZaQLMn5tCUKdPA1mMjuMnzZ+Vim4AgfmgKWJWDbIrYtgS0iyCK+kvVIqmOasiUNU9Iw6T6teen2zWwQl3S7rDPOfPVMvr30PkDhX8ty8cYaOe/mdLeoCjZDVIsBUphgcC2S5MOyNGTZj6oWIUn9z8xo2OUca7Cp+4D2Duhx5/6tq+z5eTyILweFBccxedKjJLQGbMvAtg0sW8e29ORn8nfy++7tb2MKjVi6jCjZCKKFINoIkkWHIdgyBcLV6Tg12zJ5/fF/8eL8xXhdKoOKC9m4cxe2KOE8aTaYJugmfj2RWq+tqRFZURAlGSUZpJtaVufoLgmdCMuq9VXs+PlT1JXsk84frofs8i/92v03cJCwfJnY3xiWfTDEcoZz6/e2smXFXsykUm2H+qzzmVSjNZ3fa+ucTtC2bI545nVsoCA/nw4FGNu2k58ANpWRpEsoZnDizf9KMnsZC4GRisBWPTOr4+SRWdx+9hTiJsQNO1lfxWR7Q4hbX92AV5X7JCtAKrhVLiwk/6qryL/qKmxddxQccUTfwh/Nx3/0UShFRYRb29kzw3nwioZ2HzvikiVcskSeT2XdnkqOLr2QAnf6wZxX8ySlU2cxorZrXMnuU3WyXmwj11WMe2hJt9uXZIVoqBHDlojmDiIw9rJu2yUSjcxb/BQrOByPKGDjeOhMbLrRUwOgvK4KXyzTWmMjYNodxSy73VUKlpnp0nOjMbAuXVU77vLgVjMf73ur6ni0ugkxmb3WUUX39FcyffKS4LgsDMvZh2YbcNTPnOnOMtCTx732GVrfe5WaukmMGelm3dA4qgJPVP4CCYnfHfc8wwYNYuGGJ9nj39PlHEYF/QxLRCkaa3DhT7/d47mGa5r56w2XEWuyOeeaJYiqiRGPYCZC6FoEMxHG0CLoWpjIil0osQIOOyzMtIBCzIh1mXa07aA57oxgJTt9jRJqNt5YIx/srubYCkcc75xcjcN9JrQ/xfLPnupybIKgYie1jUaPupMBAy7o8Tx2bm/jwwkeYi6Bz95cj0sQUEUBlyjiEgVckohbEmna3k6oXGFwo0EoqBHI+npmeLRFNaqao6iSiCqLuGTns+O3KovIotCv/uOrgiCI5OfP6Xf7be+42bz4Y+ZechWHnpypKmuaGroWRYtGOWSUhpaI8+zv7sQKtmJ5fFi2TTieYMOuvZBMcZYtk/EjhmHoOrphsGtvLkrIKcj5j+9lBoPbssKZP/sVw8ZNwB1wQS34c9Ou0U9v/SdGyZFdD1r6et4/3eEgYfkykYph6T4+pFfs+iT19Y11dSxas2b/1hcEthU7L/btvbWzTFw4LqTNFKaCuHrC8spGCrK7Kih29DH5/SxalyIsxWnyIHRyXyjFxeRecH7qd/0Op/ZIRHGTlddztd8OJKIuStyZo4hjyi6C2u7bT59+FLtfczRolMKeFSKDyeP2F+T1vO9ELd/lflyuEmbPWtxleQdpNG2wkiRmdXAbnwAjDj2MI845jxXvvIWhaciqkhxNKc6kyGi2guT2YWga0WA7isuFLyfPqROSSLD4uX8D8M6c09EVlTEehaunH44iyTRqOpvCcc5bU9nluPJ7qN1yaMmhnDr0VH6++OcAVIfTlbq5pQa2vgsvXAlamMdbDwUXjN5VwOhdsH66CylpKSyWctg8YSLTgcLvSDTmCNx31H1c/9H1AHgSSdeR2dDjtQWItjoduCK48BX3HNTc0FCL8up2LCyunzULWZFpD7dw/ROXU282I9sSr35vPltat3DeG+cREPx8v/oCJHULgS1byQ7uwDP9Wp6LuvBW72aEr55R5SuAMKqrFAFHt8PoJMpndxJirK17sVfCsq1MYbG3Y0TcQx9hAkNEGOIMHP64YiOqIOCTRLzJySdJ+CQRnyQyM8fP5QMKcPeQNv9VwLJtwqaFIgi4RCFZCTwTmmFx7B8XpMoa9ARBcGLQ/u/4UVw1e8hXdchfGrSYE/OierpKQkiSiuRRcXtyOuR8ULw+EsHWpDXFQZ4iYpoWsixx7qVXUVKeHpDNy8tl1YtPI1hdO2XB0Nm2eiXDxk0gkazQnF/haE7FNROj+Mgu65ySdwf4P/y8p3vA4SBh+TIhJi/n57GwhNOdtjJ4OnNkL5IAkiggiyKS5FQ2dX4LSKIzOrEtgwXrN6LkCGRVNoENw4YORRAFBEh2Jk6nIggg+AXqp2VD5S60zWsRZJkx02Zix8Ns/+xTBNtCAFqVHJbnHkqD6eL1eZ9w6jEzMw53d7Pz4PZX/VNPvviVor6DUgFaqvbgB4K+3P6NwLb3nCpY52omfIRCZGcLsqIwdO5Eog0tKKIL27YZePjkHtcNNTtm+eyi7q0wALGU2FT36dSC0PG/gA5tnkS7s92sknIq129izfyuAn49QZRkVK+TzaS4nGA+SxBZN2YqCCK/njSMN1uC/OazbSzsHHNj24i2xdScLI7Nz2JyVvc6PMtql7Gsdlnqd647N7PByBPg+F/DGzcwItDEtlA6qK89vJuHip9lsjiOZ6teoqNcZlG7TWOOwJzyOQSUACE9RFbEIayqv3f59kiDYw1xqb23q67fTSHQLoVZu+EdWsMN/K7yXuh0mpOemJT6XhDLZk54irP8kPHk/e5mpGwXZ/5lLWcGx0MQto5djC2BNzaMivKrKBztjMZNM4ppxohEtrNylaMM3N6+stfjC0zIg8oaBlkih2kymm2RSNbS0bDRbNCwWeO30yMCcJYbJq3dZAK+1xzktztrmRTwUuJSuGFwCaN6SSX/ojBtm+OWb2FjJO3WkgRQBRFVdCxGqiAgxc0UWSkMuNAMy5lMC7OT+9pGR/cv4Ikt8zGzhuKSXKlJlVRckguP7GFq8VTc8ld3Xv2FFnP6GVc/CxOaSRfPYTNmcPw3L+mz/THnXMAx51yAZVkYho6RzCL6+w3fwY5FMBMWDbvqiIXaAPD4A1SubODpl7ewz1PKmVNeoezq9/t9bl8HHCQsXyaSpjdLT/D0z89iRJEPIWXbdz47fgtJBTi/S2JkcQAhmKxmOmAqj37ryH7vMhaLIa99BVrg59/9ObLcv3/ppx/GWbh8A4Lby41X3MnO1x7kpflbMtrUuYtp9BRx3futXPf+mwTsKCHBy0V5u1gsOMz+06quonfdobNLqD8I763FD0Sze7ZsdIayPe3v3zKkFikBdrmL0tFDOHRsV8XIhk+dc41bETw53WvcAERb44BAfmnPo79YzHHFeD29CMvtg3Crc90sw6Bm22YASoaNIH/gILRYlEQ06gQBJz8TsbR+g2UaxENB4qF0/IaSq3Mv3+Pv9rc5t8M4Z1ug2XgW12HrwPF5XL7wXY5wb+aYKcNBPQdKJvLWWW9x0ksndXucM0pnMHvA7K4LDr0Sxp/D0e/cTc3TNURoBjHA3W3DqPa+wpTQk6yVcrj+Gh9hD4S8Ai+d9hL/WPcPQroT6D201rFs2Zu71gzqjEiTc608rt5F6FZs/pQTmUyrHOTmNXd122ZypcW0LTafjhTIzUnfi0qpD8/EwgxybGNhSwYP8QNcYpzzan5AoCaENzqaaSe9iqp6UZR9XxM9I2Q6kfFzy3P53aieU+RLPloNgFsUWD1zHBHTImJaRE2LiGmmvu+KafyjupEGzWBpu0NMddvmH+O/OktFg6ZnkBVwLIcx2yLWKfBfCGm4ANktsfwWJ9jUsiw+XbuViaOHIogSmmFx24f/5oPmt2gGHljV835PHHwi98y958s/of1EohcLS3ewEs7g1ZvVt5W4M0RRRFVdqEmxSEwXEGHzuy+y+d0XU+0MXeGdv60nFzDiKzFi8wG45IFHKCrqWjrj646DhOXLhMuPZkuogslF8jzo37scOgsq9jGK3BedCYppmv0mLO7kCMFOxkJs+PDtLm2Obl3A7blvAnBS4i42MhiAJ1sGAdEu7XtD81/+CkB4Uc+ptZ0Rr3Uuip7bv5S8EHaHFZZjrj2vz/bR6lZkIC72bJmxLIt4u5OlUzCg59TjSKSSRLtCxAqwQ1vOwDET+kxjjLQ5N8eqd15PzRtzxFFM+UbPAoWWZRIN1dPSsBI9YWIkLNqaN7Bn1wv4imKoGPyMX3GR9RSFe68GYKTuZrV+KyYSWpOAIFgsjI9mzqLnUT55ALIHMnD82aybfR/NJeN5o+ptBAS8ipeh2UOZUDgBWezhnnJn4T/jbq49xeDTGacALSzNvZCTKt+jaoWPw6dGsXOP4p/TL8X2iZz7+qWYdlp7Zc3wNnJCKoObYNNTv0Xx+lC8ARRfFqo3G8WfjeLPI1jv3AseT++EJTfuLG+R28m2smnvpNrbgZ8957xVj1ljA59hzjmW/CuOwzM2P0VWBtw1m9YXthJe5VjOFguOinCO3cbZPEfUu5lQzSayyycgCCJlpedRU/scA8sv7/X4gkkLSVYfVYldokDCspmS5SNHkcnppSLADwYVsSUa5+ebd2MsXswgySZUPxjB7Ub0eBE9bgS3G6WsrOdq5PuB9uQ55MgSn80YSyJZdTlhWejJasyaZXPvil18TCOK6pzrwmXruORlh9jnWatZcue5ZHsVNJz/kYdiThoxm4SZIGEm0EyNhJmgLlJHVbCKlnh/O9OvFo1VjjJ2W30PvuZ9YOkOYfHtJ2HZF7Y8DLQ2MoLbBB+7NqipYN8OsgKw9OOlnHbu/17l5oOE5cuEK8A1+o1MFiuRRImpg/PTsvw4QZVpCKzc00okYXL+YQMZUuAHQYQx+yf/LXXSozAMA1c/OyWX2/Gl27bTgVc1mHSomsqCygkDriBPXQk4hOX78it8V/9hav2zDhnAS6uq+e6RvSjEdgN9927q7v4NUlYAKTsbKTsbMxRCKS3FPXo0UmEhoiwTr3E6BKGwbyE2gGCyQvamQV76Ew+vNYaRcWG4eo43amvagW2IgE3BgO5qLztY/eIW6tYPB1YAK8gpLuWUH/6E4qHDe1xnyORDqa/cjsvrxZOVTXZRCSOnd2PJ6ARRlNi49duEQmmFYluGJcNO5UnhcgCOtt/j7Y91Lk3+W7YqcSYJlay0R3J80wJsW+D8xEyCgky+/2GnsOPiP8HiP5FfNoXLrum/a6oDy9/Zw2dTf+z8sOD5nEvwHJ9NeXUbx2fdz5OLTyR+wgAM9IwnYNVI52V1xsdlvPXqwj73o0Rl1v90AQnREbAzLRuXLeB2yQiyyLSIc9KDIxU8KNxNhCjv1X/ADl8VESlGuxQGuR1BUrATjpUnbtZR+eEeXC9tp9W0GZgscREWQMyuSu07y27nWN51tq/+iEBZ+n6wk1lpqto7uW5LZsJl90VYBIEENmP74doxWloI3n4H165aTXmjQ+z2dtNOLilh+HvvIqhfLAAzZDjPWbYs4ZclehpeFSTfoi63TEtbOz95ail4nJIZLWKAv76yiB+cO5dIMoC7UBnLbTNv67Kd57Y8x6+X/hqf8tVUItb1VpqbF4IgIApqSm9FFB0NFlHo9FtQCARc+M0ytMp29n68BtmtIrpkJLeK7FadT48L2e1CUmVsw7nn/Tk5X+g4270zKHb1XlsIdTRojrX2gzV7OO3cL7TLAxJfiLD85je/4eabb+b666/nT3/6EwDxeJz/+7//45lnniGRSHDCCSfw0EMPUVzcc+yCbdv88pe/5JFHHqGtrY1Zs2bx8MMPM2LEiC9yeP8VLGIK841DWPazYyjuQ5XzNw8sYl11O9NGH8aQ0f17Me8LURQRBAHbtrGs/qubujosAJZNrLmOhJnuRHNdRfiVHDT7aDaZzzBGquE972zoNGCtDzlm4RHF/bMICS4XdsLx57Y+9lif7TuEkBbURHnxjg8JKDJeRcSnOhowPpeMzy3jdct4PQrtjVE2ZqkEPRJ7m8JkeVV8bjkllLcvrFYNcEGg52DFvdudhGPFb6D0Yvlq3qHToXMgu1y01dfy9K0/4ugrv83EY07sdp3DTz+Hw08/p8/rsC86kxWPZzAbY0KKrAB8KBzPrcfmckvkRrY1Psfluz/FfdwUtr1nU7F7RqqdLNbBD9fBzgXwfDL7qWYl6HGc6oX9g23bLH9jZ+r3YSdX8NaKBUAjjQNdXJtIYBVJCGYQwXb+/1eMu4KYEeOZLU6pgcF5kOUG3bCSk41mCuimgGF33JcCRe4KchA6ifgm6U/CdKYkCgjAZsjHy9Wclmnp7DQeiC3/K+6C6fhCGkgCfknAsHRWt3xI3Izg9TTgA560z3autziY4tLL8GUPoLn5IyTJgyR5icac7L6+CEuHhaUvwqIl3cX5at/d89ZjjycQi9LZ9uSZNAkrHseKxzDb2rHa2zHq6pysvC9IWNr7aSVqjTqWhbaGKFN+syhFVjrwxxVhjptaTVh33JpeufvnK6onpfO/IsKyecsvaGh4q9/tjyv/PUq8AHYDu4M9hU4DYNkW55RfR21sJ5+tXMXmqt3IsoyiKMiy3O2kKAqDBg3CvY+F9i1/nFJN5chhueQHPGA5maFY4PYpHHLEANqEQ3j4leVs3r6X6eMP+XwX5ADH5yYsy5cv569//SsTJ07MmH/DDTfw5ptv8vzzz5Odnc33v/99zjrrLBYv7po90YHf/e533H///Tz22GMMGTKEW2+9lRNOOIGNGzd2+ccd6OifGoqDDtVYo58aKj2hg7DYdv+3o3ZcV9tCcnlQRBPdcjqh1oQTUxA3o7y1cxhvKeOIDE7recw7S+DaRc7LpzjQv/+PoKrYiQRidhaYFrZhYBuGoz/QzXF3jMR1UWFhuGe3TQdGTSliTWHSdr7OyZMSbBuvCX4TfDb4bQE/An5BQB2QR6BIJGYrCC+/yUQ0fF4vPp8fv9dLwOdjxwZHhVgOGNi23W3wbzTUiB51yMq3H/kHkujjnYfvpfKzZbz/tz9TvXkjx1z1HVR379WD+wO7k77MuLF/pKTkdGLv3gb7vIOWuxOc0jCLo1omIuTLePxFVKRyx2yy5b/hl16Hxotg3BkwdBf8dpCzuKUSisf1+5gibekskIt/PYOsAjdvJcWbZV1l1pCBnK8u5Z1qx+9+z9gHOPHQI2mPNKQIy0W/eBR3VvcFKy1D44hbnyZgmrwolDBOaua0CcPZsaSeclPEkmHS4SXYmoWxvolsWaRdNTGyDATNRjRANCBL63qfeg67lqBt0xprRhCzCBthIrHl7AitBkDaZjKhk9ErZlVRVX0/VHfZFNA3YXmnyXk5/3jrXj5ZW49LcFKa3ZKIWxTwtGjkuVWGN8UxBIGWWCsv1WgoyRRgX0DFzlK4cfkO9vgEztFUzhg3ngGfOcX7dl7zHU784fcRO5F0vaGB7XPmgigi9DNQtDeE+klYahrD3c5X0ZkpbuBjayLffPBjzIkOWaiMd19IMKw72/mqCEtHdWa/bxSS7E/qrxjYto5laSk9FsvSsQ3LIStAhDawRJw/RyxREiREIX1dREFEFFQG+kbxfuU8rJ1V/TqmwYMHc/nll2fMaxEEmlwm35uWw4mH7atr60A3LT7eq4O7mGlDvrjQ4YGIz0VYwuEwF110EY888gh33HFHan57ezv/+Mc/eOqppzj6aCfg59FHH2XMmDEsXbqU6dOnd9mWbdv86U9/4uc//zmnn+7oQTz++OMUFxfzyiuvcMEFPacJ/qegWzr1kfrkDSkiiVLqu27pSIKEW3Zn+Pqjmkkorqc0UBxCQVKjI/0dwOxkGQmHw0iShMfT/xdc2HZRZ3p46M3luNweTMvCtG22Nutsb9EoD8gMz5EcXRc7qekSDlKG81K///5HUXJLodkJjDVsnWd3/rbTBYgTbqh3ah8Bww4/ieZ3HOtDnr/vEZulaVghxwQ/7J13kHO7BipapokVDGI0NWG2tLDrqmsRjASzZ8xkyoAKwlGdSMIgqplE9eRkmEQNJyBxTW7XW9kWBCIyRDIWJRVqBnS8wJwXtfuVRyiv20VjN8f/adZMfj1/FW4SeEjgETQ8go5X0Mmr38lhyXZxwUu+38/p/3cLn776AoueeZyNCz4k3NLMubfe2ed16gudCYumO2aDo477BffOn80NwkOpZdm1PyH62Y3ptrs6i6sJ+Ic0IOzBsa4MmgGRpvTizt/7AaWTGusHj25gwlHlvDjEISeK4WJg2yg+9r7HP+f+m8NGTWJR9SKOee4YGmLOvZZrWrgDPRerFGWVxa4fYNkijzXfR9QoZ/f8BmQE6rAZfPIgRn7DcQVt/MUnoJm4Jg5g3DldrbPLfv8aA5rS915sYj4L37ybsNHapa3LPwIt1sqmZwwKJ/rIKS2kbJQb04xhmTFMK5bKFDLNKC5XCTk5h/b7ur3izhSHHL1X49zFYcJAOvIg3CUrf1upQvuhXkDiBVVj3jlX8OimjWRHwhQ/9ihN551DUXma/Gktzn1iSBJP//xHSKqCrDhVgiVFQVac36Iq86m8DffgYgrzyvApPnyKD7/ix6c6n/nufD7YVsWAhjoWU8qn7WECkkSWLOGXRQKimCJLWjeDsIul97lDeRSAz6yRnMNtKcuQW+rewtLhMvqqCEuHNP+IET8nL29mr23jrXU0vecIto2486Ruy0OYhoEZ1zBiGlp9mPC/d2JJcMwJx6HrOoZhdJk65ldWOtID8XhXYUEracG17J6t6He/tTn1/chR/Utu+LrhcxGW733ve5x88skce+yxGYRlxYoV6LrOscemJYhHjx5NRUUFS5Ys6Zaw7Ny5k7q6uox1srOzmTZtGkuWLOmWsCQSCRKJ9MguGOxe7fLLgG3bfPONb7KldUvfjQHTuhOQOOr38/u9jw6J+dtuuy01b/r06Zx4YvfuhH3xbnw47babBWviQNebfVe7yeJ9HNuyJXItAiI2wpoPejVtAqzLSo+6E4ZJa9TpcIv6YWExGx0aICgKUg++XFGSEHNzkXNzMUMRBMP5/5554UzUkt5HC6FolBHLtva4/PnSYnTdJpgwCGkmId2kNRKhJtzMi4VOFlKkoJigLCLE40haHCkRR9ESWKJI5eAx2IjE8BDDk+I8AAN0gcNwRodvLV3GJccdiyCKTDvzPGzbZvGzTxBq7o4G7T9Wrbo09V1I2qBEUaSIev6ddFsIAL3EpuacPgwhfhTsWQbz7wZPLvg7dW4lXRWFe0Nnmfm6HUHqdmzkEuVXvDP678xpdKjcWfVX8X3jClqXdlVwnmgKGSm8PeHJpgeJmpmp5VHFZvbsdMSSlIyvUHK6J9GdyQqAZ20zJw+8hk8aXmVPJN3ZZxVN4Kr77uSZX/yU2m1NuOIXcPQp56K4vlgxwrM2Jlg4QGKcpBKQRCelGZuEbeNp7voEthepYNoIpk1Wm7N8RK3Od99q5zfnOPdta3YO37zjft664Uq8iTjm+nXQibA0blgHQEKwqd3ecx/WkJPgrZl1UIkz7YNAPI+hjYP56VOr+L6l8+jJZ3Mavbg0y90IuYUoa1oQkzWURgjpTsiPYzXNsscRFDZwWF73VcujhkMo/Mr+JSP0Fx2ERZL7JkR6UvvEkuI91rKSZBnJL6P6vUgxkTCgBFzMmnV4n9tfuXIlr732Gv590vxN00LAxkZgSHHPWWmBToOHspwvbtE9ELHfhOWZZ55h5cqVLF++vMuyuro6VFUlZ5+XUnFxMXV1dV3ad6zT0aa/69x9993cfnv39We+bOiWnkFWZEHGsHt+vUu+bZiR/hWzEwTHpTJ5YA67du3KWLZ06dJ+ExbF7YWYhUu0GOg1EAUBEdgcSqcXTM41EJK1bURRQBQkdilHkZdoIXvP6l63bwNi0m0j2TqVjU4wi0sWyfX2ksKQRIcGi1xU1C9NlURlsmOTXCjFfac1N+zZy5l7ND4ukmmVw3jCHwI20ewzEaw4s0YWZ5jJO7AhFOXFzxyic//Pft5FfMu2bQwjyrVGlKAWJahHadejhHSdsGEQMgy2d+q3ZozN/L8H8guSn1/OaMe00q4x3UjXgCrSz6ZBSac6KpH0syQXeii+fgpGcwwrZuAanA3WjyHaBMv/Dm/flLGPqrpWSgf4+h28bds2Z9w0gPWLtiOIOnu31OGVdM7bdjUjTnNq8+jrFE5bXcpjs3ZnrHvMngnIsRJaqtaSN3hid5sHoOaY1wg+malBcsS0eiZcfkHG/SQnR/Wu3O5JdFQAbzdeU9PSESU/08/9FoefelSq+GC03dF/OfSUCV+YrABM3hZn3DqTi26fTk5xpnvGMi2e/MVSgs3pAcdPfzETMXksTXtDPPPrRRixT7CMOu54dA4zP70LQ5Ioe+mllGUwd0RmoHei2bGY2R4Pp990q1MVWNMc0UFNx9Q1TF3nnV3vAnUETDezhx1FWA8T0SOE9TBbW7dy9rof4TZ8LJl2BrOX/Iwr3nyRx0/phbDIIna2ykRzN9Oaa/C7XGyqG8im9R1kyuSv/t8hz29DxEC0H2HJL/5B/fThjP7BrXj82Xjdfl7Z/BJI4FW+uDurO6QIi9T39o2o88xZSu9ieB2wosnq3L6++0iASCRC0OWl3hbY0dJKtttFlstFfUsombBhM7ik5/7Ql7xHvzG+Z82orzv2i7Ds2bOH66+/nvfff/+/Glty8803c+ONaZN3MBhk4MCedQ2+CBJm+uZccfEK1A6tFdvCtE1iRgzd1JFFR6J+ztNzMSyB1894jVJ/qVMTJikcJqQ+6fLi3h3u+iI3TTMjC6gnZPs9NMUiPH71TKYN3X/f5Tk/uYMJe9YhSjEEycAWBAwM7E6HNKf1fd4sPBNTUDjpPqdGS0nARSyko7olJEXskYwY9WnC0h9oVY5fWfT3LhqnJUw+uX85w5t1bgHO2rmJGwc7NYo0t2MpsEV3t2QFSOlJiNCtUqggCCiKjxzFR08Dlt/Nd9K1QwOHMXxAZn5SsNE576zC/onl9YVDp77Ap5+dQyS8np07H8Anz0CU3Iw95k4Cn46jLvQCEWUjViDKgDtng5i+z5TiTiNIUYKTfg/+Yvgo7apayiG88/gTSJLEDTfc0GWkB2BrGvX3/J7gm29itrRgXjKC+hkbkJOP3yBH0R49ku5Ymwc+x78DmUxh4rYLEQdXIYntzP3rVv5v4FvMPWQMqtuPKbowRJlAdj5eb4DXngoD6X/AOZcIFM/6ZuZx2TaK7QiuuXsgLAVnjyD6wrYu8y/4571dCk/alpUqQJf1JRBOy7RSNYJc3q7driiJXHLnTBY9v40185wyBh1kBeDZO5aTaHsw9bvdfBYBUEyTpp/+MjVf2UfnyGhpcZwJPi/DD53W4/HNe3o5aDCEUn4393ep+bqlM+WJKRiiBvjwR5xns3rAAOqOmoxlWYRNi5Bh0m5YhE2TiGVx5bKNxNxuTtq+hKNWLu12nxWdxDKTV4m9G1t48+e3peZcmnTZNi16jb+pHziWWFFCEMXUd1ESKRk+iqOvuHa/Zf51vQ0AWerbwmIkReNspX/CoFYkWbG5n4TllZjNU9OPB+CeNekBrNQex9mCwOi7P8QWBdyK6IiISiKyJNBan5aZmL+ld+XorzP2i7CsWLGChoYGpkyZkppnmiYLFizgz3/+M++++y6aptHW1pZhZamvr6ekpHvW1zG/vr6e0tLSjHUmT57c7Toul6vfI8AvCq2Taq0ipm88J6BKRFEzb0YTA0GER9Y/xF1HdC9e1R26I1w9vWj3hZJ82Xa4lvYX27IH8ZlwCN86zuKWY07FtizOvHcqlQUGw/b6OGJtAdk0oE58lURd2sNuNyR49MeLkscqYHXyW5cMzUb1SKhumZx168gChGTHH96zHgEB38Dugzu1PY7nXsrqPYhxx+PrGd6cdjO8Xp5HKO8qAi3/IO6bm5q/PhRlfKDrCKoq6pBR+XPWMjFNk/iyBfiAYUef0GV5e6MTvJzdz9TszrAsG9O2U//bmrYY331yJVnWOC4btx4wWb/NKWUwOvYYg2dexgD9NBYsPBTTCmELOqLgkOvdsQR/qKpnYzjGYxOGUOZWHdY898fUZE9h+St/IYabzQxLndeaNWuYNWtWl+Oq/81vaX0qXVNHemIbJJOPXK5SEgnnf6f4WtD1LGwpwW5pFKfuGkmdrx4bm5xoKS8YE2D7RL476e98q/QdqhrKqXq3B+WwYsAWEGwJwRb5+3sy4vsrMS0DBJvJ4w7juBNnpyTiPQVdCUtkeR2Jebu7zifYbZXsaLAdM5mG3F+RsN6gxdIWIrUbwtKB7EKHmIlS+p5MRNP3eKF7IEeXOsq64S03YcfbsTetBkAoHYheW4cgy4jJANu2TZvIA8LdSL13RluiDQTIUjJFFBVR4ZZpt3Ant3HaEjhyneN2++DaWRyL00dliSJZisyATusVRULscrsxvdnsHD6ZIdtXZ2w3/oMfwcAhJEwLUw7js1pJ3P57WntI5TaCEUJ0VyndQV3lNoZNOYzBk6f2ep6dYZpxOny7ltV3wVljZwKQUUL9I7AdhEXq5f/dGQ3ZeRA1EC0Lq9M9aboVZElAMG2EuIkA9EaZYnr/s0W/btgvwnLMMcewbt26jHlXXHEFo0eP5ic/+QkDBw5EURTmzZvH2Wc7PvUtW7awe/duZsyY0d0mGTJkCCUlJcybNy9FUILBIMuWLeM73/nO5zilLxd68kZWRGW/2Htbom2/9iMIArfeeiuVlZVkZWVRXFzc7/2pyZGYZvbeKfWEDqKT7XZGGYIo8vjlbzHrjeM5Ym2aNFy38VTeKF9OJDiNiGAzWUvfPtY+QXZ1O9I50MMqd5MFRD94j02jx6Tme39+PoMuvq3r8VTXACDl9dwx2JaNvzIduzTnGD9ROQAMJOGegC07libRtok2RaEbwrIl6lhYcpTPZ+5/79Pl+MLtJFxuzjyqq6pkKGmODxT0fB43PLual1dlpp34VImI5vwvf3DMCG44dgQLtzWyek8bs/O6vlw377qM9Zs8IBp0qJfvvv0ttgwdxGUVmffQQ3sauGNE2hJUPOEofE2wqpOgnw2oru5fHJ3Jyr6YcsgTrF5zFbFkmq+iBPkFd1OZNZJrhVcYEB3AnDlzMAMlvPCikwq9pW0Eg9rSMSfZQoR2u5vRrmBjC4YTtN7RXScvxWcbF3LEoU7Aq2nbqIGuMSytL293KlLuAx9ZVL6+mGGnZpIzQ0tbVrcsWcik477R43n3Bl1zXjAtdemXrdRL3Z/2RmcUL3Wyrri8CrIqomZdwdH5afIrTboEY9mfU7/t2j3sTCYuDP94PuEFC5DXOP11qA/C0q4HQYUctavA2QWjL+DMEWfy9qy3uWDGrYDImcPHdN1I5+0lkwZmXXspUw6bQmTvXnY8+AC+igqGfud73a902hWsPMdRXD7rkmsoOeYY1n38PpIJpSNGI0qSE5xvmdimiWVaWJbJS3c7FqYX7/4l1//7ZWSlfxYNXU/nu9fVv46q5CCILiTRhWG0IwgSbnc5ipKHKLoxqjWE/XhlplxC/XCbAyRcboiGuX/cYM4qyiGs6YQSGkFNo25EMdtiUB3TcAkCXgSihkVUM/nnnkYE3ULeFmSA3M6Fo76aeJ8DAftFWAKBAOPHj8+Y5/P5yM/PT82/6qqruPHGG8nLyyMrK4vrrruOGTNmZATcjh49mrvvvpszzzwTQRD44Q9/yB133MGIESNSac1lZWWcccYZX/wMvyA6CEuPap/7IEvNIqgFuWRs33Uj9oUkSYwcOXK/1+sYhWvG57OwWJbzUnN3etCz8kupCLupzYtT2uK8vN47Ocwe7xxuWraNyN50FsZp5+eRO3kMDbuChFvjBPLcWJaNFjPR4gYtv+0+6DR6x7OsvPcNLLcLy+3GdnvA60GtrscN1Nga2/71Goqqkp+dy7DyIYgumSpDR1tWl1K2XZkrEZU7SaonycqQsMnzi6PAJjbLAkGXgCELJCSbWiXOkjE54JJo0AwuWvYmObJMvqpSoHoocnsocfvJliWGBYrIUrsSns8WfoQX0Mcfit/T9QUfbXOyT3w53QfKheJ6F7ICpMgKwP3ztnH/vLQbY1HLDE789AMujm8CQJcE4m4RyWxBsmxcWvIeEC7j3W0n4950EdrUfKyk1WGkN/M4JUni2GOPZc6kSfz4j6/xil2CPi6HdlNJZT91Rs6559D2/Avdns+Spcd2mTeQ3bSFirARqBhYzrRp03hs/kaq3I6VYErZMwysd+oW+YdN5YZLTk2taxk6ZixILBgkGPcQj2vE4xpaPEF7W4iPl7+TahtvccinTtfqv7ZtI8gCttb987H+1XdoExspHzuB4iGOlakzyXT3UeuoJ6yZt4dFL2zrl9aBbdvcsmAbvs9qyQH0hMkfH1uDrIgsj8ZwHRZgciiLVZvbOSQ5Yt8g5jMKp45UwpWLaOlIpoZo6WybeyQC0GEviRX0XkIgZDoBpV3qRiXhklycMfwMfrXiUfT4DvJdPSu3mrZN0O08L75ELdUL/4IgqhSdeQii4qVlw/tILj+S6kNy+xFdfmSXD0H10GHncOXm4vH4OPzEM3q9Zi/ccUuv59Ub7E7/mJ077+2zfbF9KTk4A5O9tyxCkEQEWQBZRJBFBElAkEXntyRgJu/J/rqEmnWH4OQrsmO5crvIcrsYAIwphKN6WO/vHzlk2Bzk53oxi7NndU1u+V/Bl650e++99yKKImeffXaGcFxnbNmyhfb29Aj8xz/+MZFIhGuuuYa2tjZmz57NO++8c0BosBjJysv9JSwdaWdl/u51Jb4KqCmX0OczBdrJYBV5H9P4q1cv5JBnDkMyZUY2HcanyUyhHaO2ULHFIOEbQ0Rppfjwmag+F/7c7i0J/376EJRggvzWTV2WeSIRiHRv6t3m1qmqSheUO2vRNPJsf0YSzMPDVZ4a4aFu7kR0y0YW4Cdb96J+cDkFehNh+VL8xuH4DRt/J0I3ApUPiizeKnOsK/OinQ3a4LxlOgJb2xCsCKodx0UCn2iQY2ucssLRFpo6ey7dIdxBWHK7D5Tz9UMYrDs8WHc1F+f8HwCKaaNEuh89Xyu/yZ+NM2mJpl8u+8bqPH/Hz4ks20S47Nu8kuu4Z5UNbTxT7uPbP7yF0X/KTMcuuO462l97PSUCmHPxN4nnbicSrSRr0xzytp+E4Wql9hsPkpc3i1FPBxllz0ewoXZHC3+860Hetcr5btKje1h8Y2rb8U1bufPmPyHLMn6/G9UIUpwTwu8VURQVVVVRVRcut5sBXg8jcgexrXUXsu4nvGE3LsAtgKabqJ2sZoIgkHfhGJr/tYHuEDJamf/4353jOf0c5lx4OZHWdKqzP69/5SH2xe4Nzf0WZlpW1cI/rSjf7eTWdS1xYmg6v352A9Wa81ovDzvpPCsO+RGhrEGZG7QtJEwEDAxTwxJM/vK9Z/AF1qK6LSRFcdKaZQVJVVkfcALdn2h7Fc+qYtySG5fkwi07ny7ZhVtyYyRTwNttN5vCMZRksUOXmC5+GDXTLo0q7QbkjnLwfcWqWjDmWwKhGi/0w+WvJ+LsXr829bts1Nh+W1ecS5ROnhAE1TkAOvSsuval7WWfkFUzC9FygWljmyZ2P8JZ5G5clN2hSUsSlv3sF8b7PawPx/jtyHLOH/D57tWvC74wYZk/f37Gb7fbzYMPPsiDDz7Y/QrQReBMEAR+9atf8atf/eqLHs6XDjNpSpWF/l2qjjgXw+o5k+gLwbKgIxDYMsAyyBOCFNJKuKGK6h1BLEt3TKfRCInPNmDiwawYgmWZmLpBIhyn2VuK7s/BsGwScWdU9cnWZQTEFuLRBHU72xk6NZ/vDLuUhysfZ1PxEmY3FrMx/0hKdxeS8Dkm4YqpTah9SIg3q+Non3Qo9pB3EbNqaGocRKEnzrGHH4tqKCTa2tDa2tCDQcxQCLMthBY1yR1zCD5gQ6vTMctlPlY0Qo4kIIgCTw1SeGWgSs0cJ8BWSQrx/W7UQCYsdQLPNvjnMaC4mvNq3qNo13HsThxDyPSTJQlkexrxCYWUCK0oRAhbAjFLIm7L6LgwBDeWmKy5JPpI4CMBBIEJC15Jnd9ot8zq996ira6acEsLJcNGMOzQaanihD1ZWERR4LErD+eyf366X7dAnS/ALdlD2OyLMTWe4KIhF5JTNh3BFUDd/RHuT+9LtV3nvpqS8vnOcUgiEzwuli/9gHjrNWgugZJxQ9iyeSBG+2Mc75nBe+7BWBOyuPSTt5HcXd1cSlERwz+cR2LbdqxIGO+06ZT6HRdOUN9DcHsVLl8p0w55DdHlQhd+RpOnidHVx+FKOJavbwLbCsYyQt7IgM2tWMluyFAdgqgDyfhGqhsBTCCWnLpCsGRa10YpUZyXZMOtn2AIEJcgJgnEJBBtupRs2Nr+GW1aA4xejrfaT7TBw/JXX2D9on8z8aS0Uqim15NIFCDLPgSh5yDufRFPugSOv2ocA8fkYZoW3qzuU663NTqk/bm5Ac7faeERBCxFRNdN9oYSKKZNviARjRuItk3YLfKtB35C/dpvEnqkqpuLImIiAgrIHkQcjcbmagNT29i1fafal39b+7c+z+2vNVEeauxd6sEfDyO7nP5TaVaxJQtbtLFlC1uysWU6qoE4EEEUbbIHRagNv0cZh7Nnw1rqdmx30oVlGUlWnE9FSVVOBrj2L4/jy87p87g7oyPrTlHymHNE16zXzrAsk+2Vd7M98H3Ki69k6KDrwbCwDQvbsLFNK/nbduaZFhg2gkvCParvTEfbtjl153Mc3r6G5p0Blrh82IoXW/EhqF4UXx6KN58Rk07C5/LRoht4k6KDw70u1odjKQvN/zIO1hLqA7rumPXaY62c+IDTiQngBAF2fE99CrRmO5R77rJ1GGooo9T7voKuCTNBa7QaseFhFL0KgEJPIaZtYtqmU2LcNlIZScsqd+wragrAgwBuYHFySmLXh/nYDS5EUu5+ALxAwpvLFcdnmlMXBd9jybpH0zP2eYa3xF7BU/UuTXuvJw9o9zVw1Tcv7+aI0jBNE8l0jrollIsV83DyyeM47LD+FbqIx+NsuPs3yIafxTUiWqtGju91pIKt+OTpfDbjJ6lgy86YFs7iytB2Rmkt5O91Lsp2cyNLIqfSMZK6ZsJI7t0nDbTL/g2NrcFq6uNx6hIxauJh6uJxyjd9lmrz6m8zU+y3LFnIx//+Z/KXzSfLpyAI4PONpGLgFRQVfQNZduxEc0cWUvWbk0kYJuur23lpZTU5XoWH51diSgK2T0ZsTwcE/vpCuHf1Pbxmm4DKVpfKa02vcbXYyCXH/gHXC2d0OYe6ueMwRIWHP/kV573yAmMSGs/VNHPWpD/Rni3xSPlA6j68nhNWr2DGKIEj5d8hGjORELEtG0HMvL5yfj5yftdsNO+MUtYvWMi29Qtou6YC2TOdBZOX0u5pZNKOTD2l95ru5B1BJ1vSmHVaPgvfqMUWLAIFErkDvDRvWk+7lU+xupHCgTKabqIZFpppo5mgWxDWPUQMP+5YCY0YlCjpp0O2wW+QYVXrwJqW+Wxud9xQgmgz/pBmSg9vYt2/RmAmZGLNbpY9kbYGbq68lh0NTtXmJcIRuEUZnyziFUV8kphRvfjMohw8kohHFNlRYpNvKAxb2YCumSguCcXlBKIrLomEYGOIkB1wsac9DjIMEGRu/cGkLsfcgYvfXMcHXpPTGj6k4c7vsrr1QsDJ/jn5exMpH52LoVmYuoWhm+gJk8bde/jwcUci4rDTT6dgwGnJtGYnvdnUdbKiG5nPKkaUj0cRFRJmgrgZJ2EkMr5Xx8OExDKKfRVotoBmW2iWTcKyuxiTJlZvhKHO9znndrWuAlimjpmIYMbDRNr2srrqIgBajX8Rj/6AF+/+Jabee0CsKMn4e7Bi9gbLTMYL9SOlWRQlR/lW0pH9LuTsLzfpw0qE+NX2+xH7Msm9BS8MOI0HSs9iu38Ix+Zn0WGUe6m+lRsG9T/28euIg4SlD2TXhJANG0MWqM7qH4O1EbBEx3u8ZZ9S7F0gleHxTUdpqwKgMdazyFhvmrKGLWIiYeKMrExBQov0/O+1XK3kejeiBMehyRFMz16KNBeSPgxsAREBbIEBw/Koa6hBS2gItsDwxmnkxUrRpBinXDMRdx+m2/aWEEJyGGVJDpkbN65rrMO+0BIaH7++ik0L6inQjkBAQEPDJYSZG/gnJGDW1kW0/fEfbDrzMUYMm0E02E7Wnx0CckbWbGbuoxgZ1DunFwsMrajo8zjcssrEpMJvByrbKvlzYYzyRiewMLesnNySUnJLB+Dy+di1biXVm5wO2p2bSOmiRSJb2bT5ZrZsvZ2B5ZcybNiPU52LS5aYOiiPqYOcjvemE0ajWRYtukmRKoPtWGRuX3I7up1gcNZgZmcNZ8XuD9kkWtzXtJTnnpzJVUUVnN64B3dndvzH0Ug3VfJBlVPYcJPLuZOalRy2CEOo3HYfLRVXsqpgIqKxlx1HX4+3eQxrX8nhWrGPgmudsPytXSzZkAzKFRqRPdMZ1TiNTyveYE/2Zga2p3VqVCHCpYXX4BKjPPLyv1FtxwqlVcNJVw5lwdrlVMYHMdm3gknf/XN3u8vAPR89zxX2cC7UKrl15ilEYzoJzWRXe4z6SIIsW8CnSmxe9DyaK4Y5/RsMMx8hMDjCEXNXIqExZXI9L//hB2gRC0sXsQ0XvmIdd7YbzYqxhNlYiEQti6jWvfv15Ya29I9BCgxSqHilicpVmc91q2jxaCCBmbw3jGEBGJ5Fq2Xy7q5mclwy+W6FfI9CliojJe+T/DwPs3bP52+bHJJcmvsb3mr9KdXCTAZPcNwB8j5B5AXlY1n1XpDWuiiDJ4xlwKiuFr9DOZNv9XmVe4Zt2xg2aJZFwrbRTQvXSJ0VW0ASeyYEoqQgenNQvDm488pR1p+O7n8VBJt4KIKp6wiiyMjpszF1Hcs0HDVZXXfIlmEw4rDuEzr6QlqDpX8ia0ZS+0juoe7RF4EUbQJsDEll2eQfgB5F0CMIeowZ25/LaHtO9WuEbYGfjriRd5vSiQfbownilo1HOkhY/r9Fju3mzw+bNA3OoeC67ztFBm0r6Zu2sW0LO+n3tG2bG1viNOSOYKY3n5MGlTGyF3fJLzZ8wka9mBx3AT86/KdUBCoo9BY68v+ClJpE0fnd8ocx5FkW1afcw4AJF4IoJycJWegavx5acTjhbSFKrzmZnTtzcL//ZGpZWStcv+oNYgUTsaR8aMuH2syR3YCRCu5Xl5K1to4N4wdRPbAcd9RJPXd7RCaM7D1TAGD7JidjxBJ0fvLTH6CqPiSpez9z1dYaPn1/I5FWnXAtiKaLdD1Ym7IRuYwaY0LSg2IJsGK6BLVXsvy57xHc8i7fT8Ys+/Su7oOx7ndZ3n4uhuLDnfcELldXl0d/8Le1f+OjKY0cm3cEvzvtfkQx8wWRNWYFOTu2Etrrw1MQp7T0XERRwTLj1Na9hGXF2bX7b2RlTaaoqGs6dAdUUaTElbSNJfugXJfzsplRNoOfTPsZlqHx5vyfcd/ud6iVBO7wwYPegZzRHsRjW5wbDLMsHmf9ZeMoLYGcCotftTVy9djb2eIbwvdf/DflG5ay9UgnSNySy7FtgTZ1O+f+/kMAzORItKkpSGtrK4qioKoqeXl5+HyOO6hR09m9J4jsPQ4jOh/Z4xCdGcMO41P9DY4/fzLRT3zEq9YTjqooQgyX6LwwBrlWsC0+J3XeTRu3E1MqIA7e8en5vaFVN0ERKFJtcrPc5CYLjw4dmJPRbu6UGwBYXrOM4OY/0kYBHtUZXKh5BVx5Z/c1bdY3bcJal0AlwcfTJjukxXSm5e0RVgQjlLoURvvcxEybdsPkoT2OW3LE5ELUqGPt0OLO57Z4NEVWAOykO2t3QOSyHXu6HoBpI9o2lizyz+qXMhYdkfV3+OEPe78+dc61jkf6Tt/9PBAEAUUARZTwASgQDDiDGVlxYqhMM8aqVZcQje1CEERnICOICILs/BYkhJwEGGBpIi/e9QsAPIEsTrn+x1/6MZv7YWEBMA0nMFn6CggLUSc2SPYXM+vUWzMWJbT7aW6pxkyEKPn3KSh6mAuleqYfOoxn64O83thGXULn2oFFeHrJQPtfwEHC0hdMk7wwlIRzGDb3oj6bSy+8j6UUckNAYVZ57/n6eaITi1LgKeaiMWf0ue0aSQErQdyVBa6+HxohWaDMTsQR8rtqgUzb1EDFURezzX8ii0NXpObrSpCVg15i0J7BlEhHwiFTOXr+99j1p3sZOWg8b923BSvs4qHvfETcFcJSDGzFBJeJoNpIbgHZJaJ6JPQaG5F8LEnD48nJ2H97S5i3n1hG044EaDKCLeM4r1wpF1bhOJh24mhKywtRPQqN7zqkq4lRbBpUCqwHYIfdht9ME6Fmu6s+vVuNc+3AiwHYnP35qmOHtTDzds/DlGwun/2dLmTFNKPU1b2M4oW8kc7oJy93Bhs23thlW+vWf5djju5GB70X5HscV0xzzAnIFGWVU4/9PcfGfs5LH93ME7ULqJZFHs1xXsIP5eYAMEawOXa1xdCFbt4sPpQx6z5gDB8A8NbEobjanoPAN1Bi82leUsyMc35LXmkZ8z4clrH/xYu+iWU53YYuSuRPPIT1g0byVluUwDCbi1pagUkoCchphUvOPI2rPWc5K0+Bt65/i3prGmCjWy4k0WBPIpMolx85l4WvOy9lb3H//k+tpgAK5Kr9C7psiu5FBaJS/zQ1doRbAB8lQhtDvJlWxbl5Xe+1mrjGQ3sakAU44/JxXcz0rR9ug/e2cs6UAdx64hj+un4vD7a0YsoCpihgiwJ0HilLAlaStf5u0BWctC7t+w1ITax/9DcUnH0jxYOzumZJdUrnbqmNUNKewPcluzS6g2U75EjTmvh0+RlkZ0+mPdiD1s4+iLeptNU5mj45xT3XmvoiSFlYxH5aWJKZVHIPdY++EGLJIO99+kgAl+qhrCTpuv72AnhoBuqepYz+4Mf88oyH+OXwAT0WZ/1fw0HC0gfspHgUfVQn7UDHLWNbfWfsyMnYgP6qp5jJYD/TiPbRMnksSdOwrWkMDmzqUkgNwJOvkWenU2v/H3tnHSVJdbbxX2l7j7utu/vi7k4IDlFIICEhIUIEiBAI+aIkkAQSILi7yy6wsL7Lus7uzOzIjkt76fdH9UxP7+gSLMk859TpklvV1d3V9z73lefdmbuaVRXPElZDBLpGU5g0VERGl9GV00VOeYA1ZS8yb98pCIi4E4EBo/9NUrEzluo02vFBNa//dRdCzxEBgYGtUOd+/ag0TQqzpQqAIHWMHn0Ve/cGqO1S+JzezJvuqdxe9wUOL72KaRf+gkpTo+O1nzF3/zt9rhsNfDj56jdq3iBhOi6ZqTl9he/a2t7vs68/sgJQkH/aQb9/tttxGbXGW9P2ezyZXHzKnZwfaeaNt2/ke83v9hwTbJuf9UjbJyhpr2Hi5xrQppyG+6IHaNlXzX3XXQ1dd5EAwpuyeHX/PXz1z4dxIBQlTiLhZ2vRKN4ZPxMEAaWhnVwjRsjtYtLkdxBFg21bj6Tg66PQNzVjZ7pxT8jCNC32JhYSrqjm0YV51NZ8n5lv1yEry7CFkxEE53eO7W8gqjuWG2/e8LIe2mznWc9ShzcQh6J15AC6PDwV4tpoGPBRIA9dORygJRkAmav0r9/U0Om4K4szPWQEXXz/kLEcaENIGCbtMYOWuEZbXKctYdCR0OnMyOK3Wy/mu2bKYtpaF+XtX68lkO2meHwmkiKixQ1Hryg79f9a9fxeNr9TxxduObRPbNJHDberCEGQsG2dUGgToZCjCSMIEvPnP4dtG2Bb2LaZXCxs20CLRTFLc5g5TUCPxyka33914n8X3UG3lq3T1bUJQVQQBRVRVJLrCqKoIggKoqhgJC0sH4dLiLbkxGWorLKcsfC5f8Jjl8KGh2DOZVCx+H+CrMAIYRkS4Xecjl/bPdyZcLdy4tD5jFKS3gyjKQBGsnS50cvdEepso/L9Z5Dbd5MxZh7FM45G8jpuAztpc9ab21HUvqRg0nn1IIBn2w4W7b2JZ8/M463yVBHBd8Y+xTtjnZnuXxcDW3/BLZtvwSg12FS4jFvm3IZqu4lEYkSiceIRjXhMR4sb6DETI24TaoySqWWyJ2sN696dxvIH63uRFbCxKJrmpr3KJBFOp24GdhpZAQg17KUQUAlTuuRbqcwPBaaNBoO7iNtutPvOQZO8uGQf1RkLUc0wSAp2fB/FiVbCLpPlu+/G78on4Ckg01tG0F3Qx2JyIF7c8yIAp445td9OQhQHHzAXL3oDt7sMcZhp8gcix51uYTkQsi+Pk065gyP0KC/tfYmGSANTsibDrd9Ma/fLhmJ+IjxPW30tOaXlTDr0SLa/93bP8WhHO5qWPjgnEh4SCT+mIDBTreKiPW+R/cJo4qFGvjvvWL5f/gK3SSJtVT9gccZmnmhoZdHSVByRNM8hB+9Md1EvlHJPRSlXVjzNReH5vNbZipC0driyc9Bsx0zvGaKcQ/yNZ3C9+1Xa5zpxLlnu4Zn3YwlHnFBUhzd7b0g430W+PLzpRSpFtf/nqZuwFA1SpM4lSxQGJAoDfZ+pq7d/hVEbT+GmU8ZzekU22ltNyOuaCbXF2bGy/xps3dDiZmpm9THC7S7mkMVLqa19gOqav/XsDwZmEPAPr97axwnLciZRnZ1rWb3mrGGf1x0w/5Fi3f3Oa+OmwdsBeHOcoqXRVqh536m4/j+CEcIyBOx+Sn0PhpSFZeiOrVvrzDwwfWgAdGsbWL3qG3X+YTGz7GQHtRN4BRq/uoGCklFo7U47vT1M1/LXAagpPZrd4z6Hmugk8sIf8MUcP7uXZqq1VtLzifrCEJ2OWJNj+AtUDikeXKToK7ddgRgtZmzzApY/WN+zX3AZBAtU3HKApm1hrH7KCsj99Ko7tIW4EjvxKK0IqolsxXFZMdzEEQAZEz8RsCJOMpBOv9mwGa4aWmpuIQp0V94wbYhaIjYiOgqG4MIW3QiiB0HyE0dG7NqMKsicOrr/6rI5OYezcOEruNR8amrupqo6pUE0ffodeL2j+z1vuOh2CbXF2wZt51W8fG6CU5zO1nW2H3D8vPdsdlBMg/gXjvnZLZx6zfc49ZrvsfRfd7P2xWcwdI2q3Xt4952+Aog7xhZwZfFvAOiacQS79+pclWhgwuRlXPT0bXh0D52dcymJxXhBsDnZEpAEgfbkQJrV4IVxkKW3OyUa5AyEpFn+Sz+bSrTJKWkgouMaQAMlseQ5XG9fiht4KOhni8exPGV7hzeYWJpjb/S4h6eXtD8p5lcwAAE5EL0tLP2hm7AUZnw4ramWUAIQyM4IkFORx/FfzEO70KChspPm6i5sG9Rk9d7GvZ3sWpOqL+PPdH1iM3K3u5jRo7+JbnQQi9Vg2xblZV/4RN57KORkH0EwOAtNa8W2dSxLx7aNXut9430UJQuvd2w/V/s3EelV/+fu40F2geJxXuXkqyhDzXJo7vVvHnPUR38vn2GMEJYh4F0wn/aHHkIZRkYJ9CYsQ5OQbqE2a5jTHTM5+7eMFGEptfvOpvLvmsmqaT+lJD9Aoj6Eq8CPXqdgRHR2j3MGMc2VwZ7RpzN96z96zjtxjc26pKv0FGUOi3LmcX/zEmoSNSSkBDlGBjExQVRyOtumaOpPZlomKxtWEu0MkbVXRRBFbJfA+PAE4sRRtfS0Qzsh01lj0dkjztYX8X7sow3RMqrbb6JskcwZX0gFZNqWSSLURqKzET3UjB5qwQy3YkXasKJt2LEOiHeimMuwXBbNWSotpgsVA7dg4hKdkIGAZOEwHYMeptO9CyjPhsnBXMqCAxfb9PscFeCxY79LfsGpVFf/FVXNIy/3+AHPGS66LSxdWhe6qaMMEMDcG4KiUDkhwNidfb/r4CtvEv9qLe5Sx1Y1bsFi1r74DADLH74PegUkTps2jc2bN7O+MDU73rvrVUwrRqNrAiVNJXh0x7qXYYtkNBmYwAeKwBHHltG+ox1CIRavDTJz2wYiwb1Iuo9nO3RcYpQzLw3iKSiga6WTcuyVQ/3W+bESBq63U0TqltxsLNEx00vyYLl0KcS0KCtZhBJL8Nq+VQQUD0HVQ1DxEVT9BBRvmrWtSXfuo2iYNcy6LSy5A4iANXQ6z1ZxxvDiJ/pcP5yMf/OnPq/qlqmYmkPF1PSUc9supWZrG4mkLkxG/od7zw8LSfIwedLQddVs2yaxu8OpwSMKCJIAkui4rnq2HQ0mQRGR87z/llvL6x3F/HlPDnjcSaTQnXTmJImR5Qwk6WOI/zny+/CiIwZJ7TB0mRQfnHcPlAy/dtJ/A0YIy5Bw/hB2PE7jr2+jJ0e1u+KyIHRvgCCQ4cvh0D0beQ2TFWvec4iLbTlDr2WBncoo8nS18Zd33qGipZPXpv+ZhEdJtrEcP5FlJ9tbCJaNOkHn3DHlsOchPJUPMxmFurJiGmXnZ/x2azt/zcogLooQuY+rJIOjgKZXNmMicODQtj/DTd30MdgC2ILATt9YzOgOJG8dL+nreGn/OmZGJvBMTbps9X3xl3hp5kxuWfYBO1pVjvJn8+T79/Mmy7iy8mROIWV9OJtZbBDqqVU6UPVMDG0HgqAgiFmI0uBy4W4EXvvHZlSPjMsj4/Ip6CHn+xclkfaWLnxBD6qqIIgSrow8XBkDB1HG4yGWvTcLQYD5c5eSkZEiHVGti/ZoDV3ROsJaJ9FEC1GtlYTWjqZ3YRqd5GuO6u7isuHXlQn4JzFt6h+G3X4oBF1BZEHGsA1a460U+oYXiyMFAtAPOfR1hth7nEOk1G9fgzp6FCdvqEQA6mqbufy9lT1td+/ezebNmxldqfLmxjvIiG5CETYjew8lr7OcfUtv6mnbNMpDfpUzKNcaNh3Tsnm4sZV/np/N6Gad5Z+/fMB7jbZ2AApeta9prOM3fyIzkp5FYSNhJy00+ZkHKhb3jwfs89kjjIMIsBuciKtwcmkE20YULDLpwiNoNNuOJeaPLQXc+/6WHq0VnyTilyUCkkhQlsiUJTJkiWUdTrxDrtK3i20NJ+hIFjTM78fdMxw0hxLDPl8QBM741izqdnRgWRbj5n401cM/aiQqO2j5x+Zht/ctKCTrnPFDN/yQEAQBQVARxeGR4H8L874MxXMg1gZ6HIxeS892AnLHw/gT+g3O/V/ACGEZAmKyRozR1ETbPfcM0RoWHLGI7M6BtVR6YzRQlZeJKYpMX9u3psyB+MO8VFG4mGCzDg3k1E/4h5x0ArC+VOSotRaiRY8gUVHD+zQUHQKAqW3D6jVDqfGUkWiagJr3KpK3CkGwub7uK33u4/Yzz0+uTeL3Uaha/SYXBDs5sTSMWfokb727lmMsJyXRi4tSf5Ap58/gmUefx73HcU3JvtGI0tlp182aYNG+M31GvWv1gaXSHdpV/Z5G9XuOeJvgjXPlbSciDREY3dy8DUEA01QIBtN1T71qEK86jZLMaf2eq2ktvLtsEWAzc/QX+23zSUAURLLd2TTFmmiJtgybsIjRoV2b2h/+hEbKSljS2pV2vKKigiOOOILypffzpbyHqLNzeKbx7j7XOeumBWSrMv/8kROAfPdxQX6xrwalbAc3/+lPHLItwrYb4IdX5BEJ+HHjxS148IhePKIHqT1BUDVQu0TW/vkDFLcH2e1F8Xhh/6OEpSCKYCKLFopo8lJ1mMXFOrYoUBBIdwnppsmtL77GmMICLl7gVJkPGwZVOK65CmE/BiIxWyWGi7jtwhZEEAQsJNrISguEDFsi4cTwU4ND/RQk/WBfR8/61Q+tw6OIRBvrEI0EHlnAo0h4FBGvS8aryhSVFpNfVIhHkfCqEi5ZoiuetOD4h0d48iuC5FcEh274KcJo7a69IyPnecGynQmfaWObds+2HTewogZGy/ACoD8KmCGN+M523JOykYZZG+igIAhQMuejv+5/GUYIyxDwLV5MwY+uR290/OrYOJK13XEntk1P/QkbinZtJAFoU2ZjZ2Y7Jm1BSLJ1ode6iPzua1i6hi6J1J4+FzPgdTIlRBGhZ5EcE6goEY2/geOqgOtKT6DIlc31u59EE/p2oH4jkx2TEny1IsrC1lK+NPFyXF4fh2ZkkBBVlIISvMGfJu9HRBQElv3+BcxYHrGaK5NXsdiIiwOlw9ymTbxXyuXcKS9j4FTflVwWJcftwXozgWi6UEr8zL9oHhurt6G72jHGzaBIhrO+9B0evyVVB2T04W5mLZ7I07dtAMAbVJFVEUO3MA0Ly7CxTAvTdCxOQE/wrh1109rYSX7J4GqX7e27ATD0zIP24be0LAVsAv6puIcZ9/BxwLZsPBEviHDhSxfisVy4bBUXLry2G6/gYY+wg1nxBLM1mQWiD1SFnNZW+vu75190OKEdtcTW7u1zLOuLX0jbVhSFY445htg7TuHCEsEJ/B3/5Yls3tyCIMAlZ0wgL9uxdpTne6hpinHGjgf5HA9wUUkhh2xLiS9K8TYac9o5EPP3Z5HfGKQLWPrugUdzkksK8fxSvvrei9jADe+9jClJWJKMLUn4Io5VaRdw00vPER89HkOSma3b7M4v5Z2TT8DVy+1kWRabujo5cb2jH/TABAnTStCYSLAlESQqBgkbFiHDJGJaRC2LmGmRsCwSlo1m2xjJV4AKT19CURBMxa28X9kdPK3SvzSkDdvrgL4TGkUSyPB8DIPnpwQ74ZA79/gssi8YOCg3smo/7U/tQnB9uCrrw7oX2yayvAGjJYZtWERWpVzvrvGZCJKI6JWRs92O9L6UdFPleD727Kv/ZYwQliEgqCrZl1027PaB664msS/Mxed+jvJpA0tsAyxva+H9D1Yg5edz/G8eGPLaj/zhKKCV78onc/mxtwFwwmE/xrIsGiNd5HuDaaXrf/jglbwovk/Uk8XUz1844HUjHe389cpL+WDUlQdkD4hcT4xlvZxJtmDwNy7iWftMnhIuYIa9ntGkD3ai5kMwFQLHliHOy6Yl0cnq1Y7Ov62oHH7++dgHOKhOvGAh9TtSBTEvv/WQIWu27NlZw8u/c0jIm4+tJ5Dtxp/pJiPXT1ZegJyCIP6gr4echMJVzj0cMOANB01NTnZQXt4JB33uwULXTPZXdtK4t4vOpii+TBe2bdO8L8y+rW3klU6iuqwKgJiYIEaC3u6ex+samaSlk9gqK4dYP3/3pof6MIIeuPUDQ3UdVOb+gGktN7E5ejwZ+R7aX6tjVFJyft2TlT0S9N5RQYSmWA9ZAfjCtRJff9GiqkDg2MO+xSVyCeFEhFAiRESLUNW0kbFVqQT8SeVuDN1A1010w0I3LAzTRjfAsEC3REy/I0wmAIplolgm6P1XpXPvdSpfzweKu1pxiemp26Io0pCMVxGA40qmD/j9DIbDV25jVzTB3GDfrKVpJRksue4odjWGiOkmuzZtZsM7S5GD2QRKKojqFnHdJhSN0RWKYkgqueOnEtNNYrpJVDOJayanzSz+r0pntZKERXAPPiz1tPsYCYvRFKXjuf4zQxO7OtK2u96o6Vn3zs4n+/yPJw17BCOE5aNHsgM5sMBjv02T5KLbYjAUlOTPpZvpg5EoihQFMvu5le7r972XWKiLqg3r6GppZtnD9yELKke0vc/bOX21N3oj4WtAFjXO5XHOtR/vczxYv5jsvafTcUaQf7x2b1ptI4/Hw+c//3lGj07PlDGVCNiw9IlkSp8A7z2xmzknVgwqcGUYqe+hbYdAGwkcUZgU8enIXI+ltOOWRGYd9hqiCKoyjBKrae8Toq19BQB5gyjTfhTY9n4Dy5/eTSw0sNthXu3JzGg4mmPOLSU41kM0ESWWiBBJRInEuqioShdZbwqW0nr+aPzbomQKAWxNw9Z0bM3A0nVs3cQ2TayEQWyfY5b35Cbw+PtPnU6MO5u/bE6S8a6hzfK/7uWqjLoFFtzzBF/ImdJv2w07lvPG606F6LjH5tTfPDHk9X/+058AcPQxx5A7fiIRTSOS0IhqGrGERqSzg+Y9uzFNC7G4lK5NHyBpCTxy/91fZcz5DpQPSQZs26Yu6TYqdvUf/zA610cg1sJTt96E0tXFLC3BlFnHcPLVn+9p07B7Bw/9+LsEcvK44uorPtS9/CfBHiYRsROOlU78GAmLlVQEFn0y3rmFYFqIHhltXwhLMzGaYlgRHTnPg61bWHETO26gNw1PI2sEHw4jhOUjRk+W0DAIS3cWwnDaAkjdOizm8HzootCdhZROiHatXs5z/3dz2r4TRn+NRNaLjNfexTf3Uv74dhXgmJ3tgAuhwwny83nGk5mxkI7OVDCmHMvB2z6JzH3H4Ol0Uv5cz4UZG8nkocml/O5PqSDJ1SvW8pdzz+OSow+jVN2IKkTQbB+PfusBusxkEKwNG9+qpXJdE5fdfAjiAHLTFWNLKTuimrpdbcgxP1pHP4ODIGFKMhFAFJ3YIlHaw7Jlh6OoGchyEFn2I4puJMmDIEgUFZ2LLAdR5AxkOYPm5texbQ2vdww+7+DFEv8daHGDt+7fBjZ4M1SKx2eSXeQj2qXRvj9C3Y4Oskt8tNVFUE035aMryKrI6HOdRGcH1urrEQVn4M3rbCL/xk0wzCrDvPs7ePNn4Ono9/Dck0Yxfn4BiaiBnnCk5vW4iZ44cNtZ/mo7pHN0cDQ/P/TnTBmArADMnLg4qb8Lky85Z1i3ayWf89HFRZQXDRBQesyRPau3GgbxDWvxBvuP6VjS6lirtGH+Lw9El2ESNZ3/XKFrYJfN3vVrCLWk4t0KxqQ/W9HODmxRQs3IIh6PoygKkvTxDdKfNroJizhE6vgnYWGxkrWipCw3macMLUXQ7abS68JE1jXim/PZDGz+T8cIYfmo0T0rOygLy/A6RiVJWHRrmISlO8bjgPTg9x65P23bKwdpmHcbc7Mc144SE9nzK4fQiKKAbdnEd7ShlviRgi6KcArcNb60nMjqOpRYPgICEUWgd4TiDKmIpnfSC3dN37aJpuc3E6xu5Mzs9GKSb3VexbZYKvU30qFx59VLe7ZtK4xtxVA9CqJkI8k2kgJWezYH2kwKR4eYfeIUJG8pLz3zJI2ROLGYH4/Hyd5IaPUktHr6Q339o/3uL8g/7WM1wccjOtggySKX/eqQNPdeT5vOOP/4gRPM6svrPz3VddqXMKYfgXiPk/IoCNrwyQrA5DMcwtKwAZb9Hg67tk+TYI7nwFCSfqFbOiQft5sPu5npeUO7WDSXjZoQyM8dOOOnW4pcS8R7Plswa/Css25sbW5lDGB6+heZW9f1782S65PWlWxFwjtIbZdol2MJnHrkscw/83NkF6cHgldVVROeMIuwIHDrrbcCjjVVVVUURRly6W7X/ep2u5k4cSKq+glkvXwIRFY7cSKx7W0Ej03JSJgRnfjWVqdrkQT0hggwNLH5dzBc8tQNpTSlftv+2E68M/IQ5IP4z41gWBghLB8xmqudQb9h9w5GzRw86lsYwMLSsn4Hda+uQnC7mXr12UjJ1EhZcF4HsrBU11by3ual6JrOqqbVrJY2gAjWAdcP5uXTWpvyu0aNLuysVBxKdrGK2CtwTBAFPJP7jk7+gjHosRTpqHULTNRT77Wy5UVieXOpLg9RUVMFwLZSeGGByKWRvm6wYzLuoDoxD9+YIpp3981qEUQ/gujH0HEE4fqBJLdz4U3HkpGb2bPv69+/nngkwtpXprDm6XuRFR1RsZh/1hmUTR2HYYQwrTg1Nf9AVbMxjBC63oVhdNEtwCKKLgoLz+r/TT8iaDGnk1S9cr9kBSDSmCzYBqj+gQceO9LRs55QFqIaZk9tqSER6DU7fOMmmHM5eAcPaB4IvbV6JmRPGLK9aRgoSZmhovyKtGO2bfP+/91D7dbN1EYdRebzb/htz/F1r69h2faVuFCIoXH24acy89j5fd5DiTkDXpvSv2ibRxKIWuD/kIXkuglL0SDWFYBYkrBkFZeSU9JX12d/U1NqApSEZVnE43HiBylo2Y358+dz6qn9ix5+kjDNBF1dGxBFmdjaEPpr0C5EiUkRMpobCLTnoe0KE18fwtjbv9tR8Hx8w1d3BlK3NWcoqMV+ci6dTOv9TpX2T0JJ+H8RI4TlY0I8NLAgWg+SFpMu08dL3/4X2KDt29cTMNgVGMWOd36HWlzs+MWLFQjCo+IWlv7rDEREbGwarAbixLGFXsSkV19pV1Wz8rBDsBGwBciJx8kUBSrzs9BkCUMS2HD3RIoXNbHwtCsZNfpLw/qM7knpg9hTpQrPlip8eb/Nzy6ewxU9+UU/AGDZ/V+lrO5ZLhJUEq4Cwpc+h794ArX33ERptaP1clLFwxRe+xi6biVdDgYv3fEOnc3O4GLqNUxcmIOkuNFiRo8bQhRFDr9wEXll6VLuiWiE9x57gM1L3kCPxwAJA4kZx57EjMVfQu01yy4vS09Xtm0L04yg613IshdFGd4M/sNCS6aqqu6BiUW01elIXfLgPaK18bWedZe+Ev1XsxGveB6psGKQs5JQe9VKERVwp9xOtm3T0dhAMDcfUZJoqgphmhaK6gTayqqErIooLglJFulMOINynicP1zAEt/bV7EBI9vbFeRUYCZ3Hv/N96lt2IQkypm1wVOEFHFrgpMQ/cvMPYYITT/POdifOKJa0tz397otMXDgNtz/dEuVLOIP9B6ZIxZIVeInjFTQ8go5XMAiZxYBC2LT49uqn8JsKwVAmOd5iAoqM3yUTcMn4VRkfAgG3TDDTg8ftVFavTzjvP1D8Sje2vO1Uhjb1/tl3OOIQq1E5mVz8tavRdX3QRdO0Ptu7du2itTUVixQ4IO3708L27T9if+MzqR0ngGWJiKJFGKhL1kgUR3kYVf9LlEQOgiKijs4A00Jwy3inD6/O1IdBeIUT+K3XhQmvakCQRSSfgmtcliNg1w/kXOc5E71yj/V8BB8tRgjLx4T80UPLN4dMZ7CMKz72xpPm4Px0s3AoWNGdyQyq43OPKlH22r0yc4Zg85KUQbClb1pkUWckbTu6Sabw6EUISSK15vmnEGWFYG4emYrEvlU7aBZnkVngZcYxZbiTegQinXilJfyy5ikubiuncs4f+r2P0kWXM+rBx5gfT7DqkO+woNiZcZdcfgPhnz2AX2imKPY6jW8/T8ExZ/ZIi1/yi1NY8sAyti7TkJRy9qxbwZd//+00sjEQNr7xCutffh6AQE4ec089i6lHHovbP4xq14KILAc+ntoh/UCLdROWgf+W0aRWhUvpv0PUm6PEt7Zh+U9DNzajiltQxSoUqxrrnmNh7gWOOKEgwMwLobAf3ZlHLkqtTziRHSuX8/YD/0iLt8gqKmHx52/krX/1n0kEjjuxJncLjIXmWBuzHz0DRfKhyk6NJ4/sw6f48al+AoqfDNWPunk73fRi+9Yaut5eQX2Lk9lj2s73U+BJka4xnsnsaKjG8ngpD0zHlsOUHH4nXZ15bNhwIl3NHWmExbZtMhOOWzDs8pDATQI37Y46Qd+vIjzGWZEBLQQajthcP5AsG68JpmiDJCK3v87adW8jSd4+iyx5yZ3WhqWL7Np6D9mrfHi9o1BcbmSXC8XlJhp1yKnfH+hx8xwsotFoD2GZPXs2hxxyyEFf4+NAGllJQhT7Wl0tJYZ6vEhOwTRc4w5ejuBDo9fbdDy1O21//lWzUMtSfYJt2cS3tRHb3AKA+HHotIwAGCEsHzlySstpra0hkDM0+5eLHHIiChZTC1sBAcuGbY3plovZo9oRBIFE1yz8lgtd1Jk1exZmss5zrCXKtrrt+HVnEPYaXjymhyp/FbIts6jNi3LN2ZBUzDXXrcNcvjLtPTqDQVbPn0/1T2/g9Ice5O/XfIV4yBEOO7N0K7mBVnKBPfEFvLzmevTtSzh04gZKPA8hdNfcMOGQzjZUoQqY3efzBkK1PeuZmx9FO/oqVMWN2VGPX0gNhttf2cjeVTqaDqpLIn9SIaUTx7N12RYADGMM9/3wMSYdMobZJ8zGn9U/oajZvIGdK1NpSvPPPJfZJw5cIdk0dERJ/tRSRfV40iXkGdjC0rHFGXxUvf/Mso7nKnulXX4dRdhDgesaAMREM7x/e6rxrtfgqpXp8S2mDjteSm2PP57VTzyZRlYA2ve38u5ju3q2vRkqhmZhJMyewp+WZeOKBBBsEVswMeJ7exc86Bej670ciaNW/Navrks7tsc7mjHRvWxoW8rM7KMAaEnU4ol0MdaqYLZ7KjUzbyEGBDOayc6p5eEHHqLdDKGIMnPmz0VRFMRk3aoX5iiYrgCdeoxOPU5IixEyNGoTJnviEkVSmIhlEtuZSxwPMb9AVJKJCDYRAaIiRESIJa1dpigQEqF7tCs119DRkf4/643SQ1Pr+zq+y+Y/TsAyUr9FtGIieANsrt7HjptvxuVyoaoqqqpSUlLCaacNHVM1ZcoUNm509I42bNhAPB7nlFNO+cxYWsrKvkiR/zy2brgeLaZhSG2okpd5RzzBmo1nEE/U4Z9eijvj47VuHoiCb8yma0kNVkTHNmwnhgbAho4X95D/tZRkRWJ3B633b+3ZlgKfzRih/waMEJaPGLblDCSv3/UX3D6/03fZdq8YXGfFtm0i7Q4hkBSBo246r+caR1kWLbURcoq9aeqtlX99iq797RRnjuOK4y7p9/0bttfwt0f+SY4YpDzsos428AQNxl11dU+bjieeoOEAwvLKKSfjdofYVjyB4NK3esiKV9IYF0iZlMe4V3FY4B/MjLwA6/o37mSX9V93Kee5K3vWJ3Rtp6G1loKccuQ/Te3ZHzGz2BWaTqKrVwbHnhi+wI6eTVHOR0vAxiUGW955na/9pW82Sd2ObTz+ix/3bAfz8imb3L+KLcCaF57mnQfuwcZGdXtQvV5cHm/PuurxoHqS+zweFLeHRCRMxYzZlE2d8ZGQnMr1Tcl77xiwTbTJGe5VAdoe3YGgigiK5LyqEraRMhO4J2cj+XOItX8HV+gFxMnHgSCCKMGae6FlJ2x/ASadliItB9Ym8uXTuGcXkms2opSPbcfAtpA9C3oI1pd/e3iPtQ3ANCz0hImhmdz92DYuWXsTNZPjTD46h3ati85EmE4tTFgPEdHCxIwIcSNCwohQld/FuCyLYNiNYgoolo6ExRu5R7EtMLnnPQS6WP/9Y/hqxqF0PFNJZPV+AkeV4m6pIIbzrIRD2Wim45rVLYOVK1PPvCBYjMmfiSQNXnzQNHXqnnwX0Y6Tde0ofAV9Y00M3SQS0wklDEIJgw0f/IaIdwVzmEDx1D9imlEMM4JlxjDMKKYZwTRjdDbV0NVWg5zRgCjbZJeWoEUs9EQcPRFHioQwk8Ucu9083di/fz9HHHEEGRl9s8R6Y9KkSVx66aUsXbqUffv2sW3bNjRN49JL+xa1/DSQmTmfQN5EFhY91eeYZTuuNVH8ZGsfAUhBlawzU1lbVlSn9YFtJPZ09rHE6Y0pk5tS6CNw1MB1xkbw72GEsHzEUPxOB9Oxv/8MlP4gKenplaIokl/edwbUTV4sa2DdlqJJ5dx0000AvPb731PX2dmnTfCMMxD9ARKVu2m5/c8ALFj4BC6XMxhuecEhKwI2p49v7HP+TN8L6TsmnETinLtw3er8UbOzS/uc09xSQ+8qP1tz5jI5fwzb/vF3upNcn2r9JQ36FKcIWuffwQ7jyvwWgiARzBCI9BMWZNl9iYIWj/HkzalU6otu/i2FYycMSip2r17eo4ejxaJosSjhAVunsOrZJ7jwF7+heMLkoRsPgfpeglRb36vH5ZVR3TKKW+oRY9Nz3BAJ4xIFousPLFuQDqXQR8aJo4Abk0svCKKTAfRYcuASZZBc0Lt4oOSCSacwfnGCfdv7HxhP/Oq0NLICTpaTJIvgU4jpJkE9g3HBcVw9eegMoUuf3cBTmbWUzs4guDfMVkwn4+6A384GZt32FgCPnDUNU9BZt+ppWq0ChErHpWXb6ZYqt9uNrmtOzI2iD0lWABId+xFt5/N5sov6bSMrEhmKRPc3VL/zEfIAQR5LQcHAFj0mQyxWy/vLj0QQVC679e9pz6ht2+iahpaMR9E0jVAoxIMPPgiA1zu0SxRg5cqV7Nu3r2e7paVlWOd9nHC5Ckkk9uN2DawabZrJAPNh/E4fN0SvgmdaLok9nX3Sqa1oKvEg7+szEF0jw+rHhZFv9iNGomwc0WhqJjR16hRmzpyVlOV39gnJYolNVV2sfL6K7PLhKSN2azBY/dQn6R99B+iOrVvY9eUv429PJzLdZAUgmPkBbQ1ZLCqsom1qFztychhbFWXUvlSbkJmL+/otKF6nM9m5eTVPci35tPBFj2O+bW+rxTJ1qvasYvKr3+w5948Vl/OtL/7JabNtGwShMr6QBt2xtOiR58B26IJlVCMpY4hV1XHatcejuCQ2Nmyi8kHnO96evZXz77qLbxzybQ6f6qjQvr/+VZZMqCUQk1ncPIqicUN/v11Jl8cZ1/2Y3NJytFiMRDTaQ14SsShaNIoWj6HFonzw6os95zbs2vGREJbi8VlUrnNIyJL7B44NAciYnkvGhExszcTSLGzNdBbdWQfwTBkk73jRVbDhUQglibVlOIveK0Bj7NEAaWTFn9lBpLODvPIxHHXJXPLKBnctmF3O7xTMGl7Nm/2dToxObsDFM7f2FTHcU9nGMXct79kWsHnllfQaX91ERbElLGyOmLCQwz5/HJIisWTJvbz9dhWZmcMTD4w1O8GXpiuE2E8hw8EwVAmHUHg7HR2OArSq5vQh1IIgoLpcqL0qRHf3AS6Xa8iYlpqaGl577TVqa2vT9n8W3EGm6fzOkjQw6bKsZG0h6ZO3sBwIK6r3KN8mdrYTXl7vpC3LYk+atWtC1ghZ+Zgx8u1+xNAtG7OX6uy2hmbO+dKCfttKaiuSYjPcn0GSnHamNVzC0hd77vhzH7ICUHC9QuPPdVCg7LAmyg5rImHaxCQX7fEgL2WM58TDfoenrR7Fk0HmhKk9ZAWgdq8TmNZELkc9/wZ/q/4ls7qcmJPew+br2Ys5df6p1O1ZhXflIxwavBeAkJnK7lF8p5DocGItRMmRdO+Q8ykZ40P2uHno6Ro8OLPdbQUr2a/u46o138W9QiYuO7Mdq8iPpWVy2qLzqeuI4UHAK0u4/X07ecs0Cbc5bq+isRPwZw8tMHLMF7/G7y44HYCl/7qbrOISxszum0J7MDjyoglk5HkIt8dJxAwSEQMt3kuMLWFi6hayS2L0ceUERv0bxez8+XDtFoegGBqYCacarKk5r5YOBdNp2N2Rdtrltw5PzK0bQtj5PXKyhjfotCWrEBdn9t9+zNhsVn7rSO5/fht/3tPEOKmvteCC485l3PxJyC6lR6+lGx0dDjH1D7NoYKKtFfBjeQ8+jTg377gBj4VC21i1OmV9UdXhZbyEktmHQ5GOuro6/vnPf/bZX1BQwBFHHDGs9/o4YVnd1pP+f2fL0rGTQdaS+OlbWIz2RNp2x7N9Zfs9Ez/ZOJv/RYwQlo8YLld6RzhYPZzuIlm2NTzhODkpJW7ZwyQs/XhAco4/gegbS9P2xeaatF9qckB5HyxJYH8knx+/50if37amKnmkGViKC43vSk9ySkUpeqgecDIqKvT6HrJyII5vWw5PLO+z3ys6RfBGZ3VQNqOQt5de22fGKScrZ3sqU6b5nxz+Nf6x8k7Wu6p6yIptKUT3fBvb9PP9auC9t3raK6JAhlfFqzqVbz2qhIpFU+4JTI3uwpc5vE5HEAQqZsymeqOTf7nskfsZPXOuU+zyQ8LjV1l89uDZZWZSQXUgnZaDgiiCKwADjN1b3q1j6YOp2KHx8w9evVNNmssLc4dHWMJhx/IxKmvgmXdBkZ/rrpjP18IJfnrb73v2X3HRlygaX5b23Bz4DO1v/AAYj6J0DOt+9PYuJPzgM4ZuDBjRlOhcIHdgy1444nyvkuTD5SqkrHR4MSXhsGN5HIqw7NqVCog+8sgjWbBgAT6fb5AzPjnYtoVlOQRAHICMdFtXnDafvoVFKfSRcfJo9OYoGBa2YWEbdvLVQnTLeKbnDX2hEfxbGCEsQ8C2bTY0b6A97gyo3R1gt1bEgR1icGoGamOWU87GFpg3Yz57N7aAbWOaJh37qwGJjPxS2huczi3e0sTOP/8Cu3BGT4CuacE+uRyrfR+lbg0RCO3rIjeviuzs93hryd0IQjGiON05B7vPa1dWDWUBHU80yuYHL3ayhEwJO2AjhQSaitwYP+1Ku3+vfTaavRlDdDq8F/eklGcFLGxSA2UClfftyVxRfxur8o/jkUnHUhprZcH0Ofw167fMr32dZk8hohbCpYVw6yE8eojsziYKIi0o3lQszsaoI2a1tz2TvW/H+3yvHr2drkiYv//9GTw4pvbsk+McOesUjpx1CrXNVdy34m880vYC2eYCwmb/acu6ZdMSTvQ94BtNyJNzUITjmC9+jXuudQKJm6v2cP8PruHCm3+Log5v9v5h8JEQlWEiFnLIgyVquLItimep7N5ajaIquNwqqkvB5VFQPQrKgcG6QFdCxxt3yHhxzvAGHS1JcCbkDj24+v0uMsSka8Hto3hC/8HeaddPOETItnfx6nNnIuJFFLzEuhSiHRK+jEzySvKRFT+K4kfa30SQYiTTh9ERR1QlBJc0oM5GtCkpH2BJqP6BrSaa5liGcnOPZdrU3w/Y7kB0W1j8Q6Tl79y5s2f9yCOPHLKQ6CeJ3mTk/eVHIYouRFFNLs66rnf1ap9AGoaGz8cJQRIIHNk3Nm8EnyxGCMsQeKvmLb699NvDbn/czssZ15pSuN35Woydr23sp2UqDS6q+Xh986Gw+cA2HUCgpxayq2ILkyc71XVtG2y7Dcvqc1IPssqg217QO3TWd5JIxuMyGjNpXpdDwZxnUvciPJ1mmamPFPas77nlNO57fgc3vZ8yh04WqgGodhfR4Q0wVzP51cRymPgV4Ctp9xMKhXjz29ehvPcOIQqxgfePvgXd9mAdaN7pfb96K+f/+kRuv/klfG0OWdEmNPL501OF4krzRjFx4lxY/gINbQO7SiTghW8dTlQziWoGUc3khXc28Hy1ge8g/w3ZxSUsPPt8Vj7tSPk311QR6+xEycsf4sz/DMw9eRTr36ymzrcKRIsnnl/VbztXLA9PaAymqGNKJnZyMUWbTPKxMFn5o++zxudH8PuQfH4kvx8l4McVCOAK+PEEg0heH8HODjpdfqbkDK2T0xv+nMKhGwGJuGOZUF1RZP+env0eH3iShruQjaO3okFB9AsAiA1B9t+6OnUhWUB0SQguOUViXBIRYRtUgIBE5Z7/QxI9Se2V1KsoeQmFHAukSz24WXm35WQoAtItvy9J0meKrIBjVfH5JhCJ7ExmTA0gbJNEV9cGcnIOH7TNCP43MEJYhkBDxAm6y3BlUBGo6KnLY3dbMyBtn1/LBEDJtMkMBhEE6GqNEQ+nm5RzS13YmkZrk41EgkJ1B4InA0EAIdoK2AiCjYCFgI0QKMBW9nIgNG0Ojr2nO6hX6AnqxbKwO7vItGwUoKPAmXWFCgpoq1hAfdGhJHZnoYXLKZuzF9P1OpISp5MgYQIUU8fk7J1UdVVw8oRmBEFgb2N67syJudkkOgL8erRDTrb5B3apvPnbPzHxvXcwRZHKiy9n6vrVJOx0cpEvtaDKFnpMQ5BlJi0uZPLF59Ie7sDXlpqxXvudC9POa4218rPlP3N+B2NgwvL7k6cwuSj9+JP3/AvkqbjCB589Mfuk0/jg1RdIRJ1Ot2rjemYc+/FWdP6kIAgCl/3yEH7321UkjIHr6+hqJ0HLhWK5UiKHvdDmbWDC6rcob+577EA8Aiwpnc0Jtwm4FRGPIuFVZTyqhEeRel69qoRfa6XbDlM0avywPlMsmgWCSa77KjJcFroWwjAitNQ1kYh1IbkS+HMsbKJAjDZfFW5XC6qdh2gCSQ0XDBvLMCBi0NtBq2eEoQJsUaO6+q9D3o/qOjhyW1VVBTiaKpmZmT21gnrXDVJVlVjMiRE544wzDur6nwQEQWTB/OfRtGYsS8OyElh28jW5bVsahhFCdRWQnfXZELsbwaePEcIyBKLJjnpG7gzuOO6OIdvfstwpDJh3NJx94nweuuE3xMNz09pMOUzg6EsOpXntGh67qwuPHOWsP3071aB5J9yxCJKxKvaMzyOccz37V+1mSxiy4j7mnNKf1WZw1NY+yI6dNxAJFlE3OhXwd841X6Zyy9v4x1zP8bevAcAY5Wf2hG34Ek5BsvJsZ8a2ryOVKXRybgYzrvkVgngLLN0AQFzrP77GMk0mPvIAAI3f/i5nXuHI/5e1h7j7+tTMtcnMBRMUK0rA6KRdFFixdB2r391KOKsNQwmhiQY33vR2j1vu2HOP5bBph3HD4hu44Y2HMLoc0bpx+R2cFpjCly+ZileVsQG5H1N+U8SADPBp6e6xaFcnoiQ5ejoDwJeZxRd+ewd/+/rlALz+99uZcvjRyJ/RAnMHC5dH5Yqvf5m77rqrT/0a0xZosX2orgaKTt3DIROPJBKPE08kiMUTRKJR7t/0IA3BSibmfp6Y7sKOhCEcQYxGkCJR5GgEJRbFHYvijURwawkmtjt1ruK6RVy3aO+Vddcb57k+6LEGFucNXeso1BHBFpznc+5hZxHIGNrt9PDPV7KpMcIZ35pC6eRsJ2ZBM7ESJnai72tGvALJNDHz27ClBKYZxbRimGbMWTdjWMlXSfaSlztwYO5QePvtt4dsk5MzjAqVnwJEUcbt7j9NfAQjGAgjhGUIPL7zcQDerXt3eCf0xF44M7HmfQpyL/drIKudoy85FwAxmZZoHqAXQd4E+O4OiLaCNxvB78zCBFFJXnlgHZbB0JWUdVf8jWSMeQfbUPHk7GHF6m8iKXGef2sB4AjSyVVhSifsY0/MsWqs3eNm7dZmapPxH1nxLi77143suNuxLDySlUN1UQnPnZBej2fbmvXs/sMfGbcmJdq16NyzetZdWQGu/MOhrL/zFfbvDdEeUQhL2UTdFg3Ze9ixaxd0xw8mv0flgGjiN598k5deeIlKI49YJOWG+vahY3npqXVc/dN1uARwSwKqJOCSBFRZxKvKnHPqfKLuTOcziRqbl75BTkkZobYWnv/dLQBccusfyR81ZkAdF392DqWTp1G7zXHPrX7+SRafe2G/bf8TkZOTw6mnnMqTTz0JOO7ILWYBawwnZqRIEnmr7Y98dUK6C7C6aiM37l+LbNic970fIymDk7jOF16k/rrrGD15NGt+chwxzSSmm8Q0k6hmEtMNYpqVdOUZ7H3NIde5E+Zw2Ixxg14boLHeyQQTbHlYZAUg0uk8774M5+ETZBFBFhG9A7swAwe4Qj9KfPvb32bjxo0kEokebZbuGkIHbufk5FBYODxX2QhG8J+AEcIyBA6spDyMM4BUheQjzp/K+8+kjp73k1N61qXkLNy0+vkZ/HnO0gspwnKw9+QgFqsCwJ1ZR9G8+/scP6R4Ff/c4hAWRdS4SMjhm015oMKaJhfn/isVw3D96gfI1FK+54L2VgraW1Hn7AJO6tm//Z/3MKkXWQHw5aTPhmW3i/nXntmzrYVj/PrWP2CLzmxYtjz43Blk52ZT2bkFO2ohHUDyXAkXNe250Cu28xtPt4JQmP6Um8lFA6Jwx4M7weXUpnHH2nj1zj/0+V4e+OG3ABAlCVGSESUJX2Ymp3/nR+SVjwJg5gmn9BCW9x97cEDCYhsWZpeG3hDGihhIWS7c4z/76ZBCPPXMCQI9ZAWg0ZuFD3hq2cOcc1jqc9fWO1oyeRFpSLICYDQ6kVauwkJyh0g7jkaj3Paac09yVz333ntvj1uk2zVy4Ou+Suf6ijC8NFlDN0lEHB+XL/OzYTHLzMz8TKQlj2AEnwZGCMsQuHjyxfxu7e84Y+zB+YK7ic7sk45n9knQsKcdb9CFx5caUUU1mabMwLVjekMUnU4zJBvs2b/TiVYRJQS6s5UEREFEEAREQUAURSzBsSS4JRFLHliMzLZEBNHiHydc07NPtb/B6Gg169W+A2pJOBmQcMFVxGIW7WteoriuhoJx6WJZcrPTbs2Rx5I9bRrzPnfWkJ+zc18VpuzMbKfnlnHuN748YNtwLMyuhl3sad5D+LblPDH+6D5tRsfbOLvCRUw30XSLhGGhmRYbu2y2u1OkcO78WQRbA7TW7iPS0d7nOpZp9oj2abEoddu29BCW8mmp2iLuQBBbt9BqQySqOtFqw5idCcyOBFb4APeGAEU/Xojk/2wMiP0hEonwxEvp0uk+t0gk7lj6YuOn4uuEGyt/lUZY6lqc4Ox8fXgZQnqj435UCodOn1YUBZfLRSKRYP/+/cO6fjfcyvAUYqOdTpaUrIionpGusj+YhkWoNY4oCUiKo3Asq87rp1WTawT/vRj5Fw6BbmuG0J+oSX8YoFnRmL6Dfves07SH9zO0JJz2lmywd+vJQ7ZvIp8f8xuiQncMxo+Zx0qu5bY+bWXFi2mmB9SGOv7EL972sKNwCd9deG3P/u+teZDsRIjEb+/Ek5NFRVYWofeewwYyitJN0J72NgDGnX0Wi08anr9e8KQGuDz34NYkv8fP7DGzmRAoZcqWn/DlLS9S9s67GJJMLORYgIpGlfR7rhZP8M+/Pstv61R8epzzzj+XYE4m4JAT27YxNA3LNHrIimWaPPt/v6S5ei9v/vNOlj/5MCdf/R1GzZxDvruCfE85+e5y6m56PxWgeSBkAcmvYnYkHIPch/PwfWJ45ZVX+uxbnLObFyYdCrJIftNd2MAZ6glpbeo6HDn4Qnt4AnfGfscCIhcM7cZQFIVrrrmG5ubmNJdId82dA/dpmkZLfRcdTREqiqYMeX2ASIdDmr2ZrpHBtxfiEZ0Vz1TSUNlJx/5oT7HLAyHJokNiFBE5uQTzPJzwpakjBHAEHwojT80QsGwL0bbB1NGNGIIgAQKCIA6oyWID5jDE4ETVlcw2EjCiYQQBbMvETsqk24aBbZlYpoFt6NTuD7JDH8eoYA2i0E2kbJwEIdtZkvtFwaaGUb3IioM1wsI+xbuAPmQFQJRFJNtmSkMdLz9zHR2qD7ep4TYdK4Fy3dW8N/+nxLz5MO3HYFvwcIIVD79F1CeRCMiMyj2DjkAI+dHtvPl2E6pbRvUquPwuXAE3atBN3KMQLMogkJ2BPzuT5b2CCeORwVMeu9HW6xx/vhN3k5kkHwNBdbv40ucO5dDjT8B0uQn8/vzUZ09KoEty37/IqFlzaa52MrassMGmPz+HnBPh6KILUo1MGzGg4BqVgVoeRM5xI2W4kDJURJ+CrZnU3+gI6EVWNRA4umxAbY9PGyeffDKbNm1K21fa2srlq15BMQ02Zu1jbxBuOueWtDYNsf3ghsJhqrjqSZeQ5naha4kh9Wx8Pt9BiaG99/tXSLz/MK4NW1n3/ouIfj+iz4fk9yEF/MgZAZSKCjzjxqK6ZdoaIkho+IL/hqLwfyFWPruHLe+maqXJqvPcGrqV1reYhoVpWGnludv3R6ne3PqhRAhHMIIRwjIEclqrebemlmDVX2FJepqiSfrkWAQ2zP4NS7OdGI1vLflg6De4IIeKfbuJf/GCIW04de4iniq6hgKrjZW3Da2M+cEH1dDe17Vhk24IEkyb0TVRtu4aQ52uIioW66aLjFKzKfq8QXCHCVGJmngQnx7Hp8fwGXFcktchKz0XSg243oiJN2LSmTmZnkIAfW8FiANxZm68lZw2R5umxO1m7VlOTMv77e28ccvtiIpKwOdlzug8PG43LpcLl8uFqqq4XC4633m3J8XVDIUQvV4EaWhXm9G4H9m28OT1reUyEI646AssOud8apavw/1qX/NIYpZAxXFzkXLcA19TlfDOySe6romuN2qIbW0l+/yJKAWfDTXSHnTU4N30RL+HPLrjMtEkjcPw8YPHjsUjqfgkN17ZwyZjOyCRt20V0Yd/jujLgmAuYkY+QmYBUk4Rgj+rR6yva+cOVOCFf/2NzifuA0D1eJBVF4rLhay6UusuFy6Pl/lnnEvBmKEDbgG87z9NdmMyDmtP+jEb0JPLmwtuJObN5/DA3Xyt8EXsiAC/8oHqB9WXXHqv+0B2k6jdTyxSgJkxFcHrRfL5ELxexAPWRa8X0eNBcA/yfHyGEWp3gvfHzy9g8dlj8Wc5FijbtrEsG1O3MDSHrJi6haE7r0/82gmS3r6iYYSwjOBDYYSwDIG5CY3gQCbP5NIbS7P7rxs0GKrLxqHLKqoxeEE2MZnmrA3ThaQmO0N3zCTuSd2pq11ldEsbhizgXfRr/C99H28kTpw2NjdMxZZ9vJBxCWKnjj4hyBXSa3ygl3J8hcWXvvr1nuu88U41PFRJWIZrfjaX+oRAQ3WIztYYdq6bcFTHqK4ne18dHt1Gi5tomoWugW6KaJZESMzEFhVCntyemkOeeJzChgb2Fzlpj95EKyRAD8PKxr41PADGtrUyL7m+c77zG4heL2IggOh3hMrE7iXgR/L5EQMB9GQVW6Wg/w70wFo0Pd+t20PZmOk0s6FnX+CLY8mYOHjBu24IgkDWeRNwjcuk84U96PURmv78AZ6ZeXim5eKemPXpDmb7VsHrN0LN+wBM4Ax20rdsgI1Nl9LFMiIOe7dwRn0Av/PMTS/vwrvjt/2+jW2BaUhYpsyEwy1CtW7ivbolLRZDi8X6PRdAEEVOveZ7w/pIGWIXCcAsG48+dhbupY/3205SZWQrwWiXEywuYIMWdpZB4ALEqMjuu4aZmSMIBE46kdLfD1/p9tNGpDNB9SYn22raESUEslMBzIIgIEkCkiSi9hPXXDopi9rt7XgCn914rRF8tjFCWIZAud8ZgPQpZxA74ZdgW9i2hW2ZCNiOS8c2QRCxgUWrt7LCM5Zr5CYundK32mzvMSiu6xy21XEtnPeTGyjNz0cQZSeQVpJBkhEECUF2MlOWrtjEE8/uwxQG/tn21TdRvb+N11Zu594uHyzISyMrAO7qLEq7HJOu1vAtVMMhZDcKX2FVuVN12BXV0BEQ4ib3xBby0Gk+DjksPaC1qdHRqDHdIp6cDMYCY4sPNJ+PHvBeu1pj3P9jxy0Sv+57jDr6drraOom0dbGotY36eIIuUSEcjfLUqr3ImFy2sAS3aJFIJNKWmCgS3rUbXziMkAyMtaJRrGgUGhsHvIduyMXpmhCmbXNnTRO/q27EtiFDlih2K9w+uZyxyaKPanl6PRfVPDj5cEEQ8M0pwD0+i9aHtqHt7SK6ppHomkYyTh796UmBWyY8fCFEk0J6ow7nwunH0ZU3D9PQ0eNRjIbNhLuaqPIKHOI9mZgWJqZHiOphonqUqBGjs6GG3I4Q41tU4l4vAhqioCNKBqJkIYiOUU5STSRMFA+oQYOv/uAxouEQssuFoWkYiQR6IoGhJTA0DT2RYNkj99GxvwH5IMogWK3O5xnz65vwzpnDjnkvY4X7kpAFy34K2AQucNrH5Bl4vn4vaJFeSzi1rkcwdq9BrnoBBJGMs87CikR6nr+e9UgEKxbD7tazsW3Cby0ZkBR/FvHSnSnXYNHYjEFa9kXhmAxqt7ejqMNLMhjBCA7EQRGWO++8kzvvvLNHbXHq1KnccMMNnHyyEwBaWVnJddddx7Jly0gkEpx00kncfvvtFAwwewW46aab+NnPfpa2b+LEiWzfPnBGyycKy0lrVFxBlMwKIm+8j/LOt1DFnWinPI264Ji05h4cye1xLoOynMGzEUwzJbLmLijHnT24+JWSLG9v9uM80g2D837xKB8kMrtbI7hNsGwQU+3ndW5meihVGK2brADkCZ09PuiTdZm8jCpO9K7lO+JhLFqcSsfuRkdbsvy7d3iPUSyksW15A3vWN9NaF8bQUu6UqFvE41bxFOdBcR4wllnJY20RjV8ud8jR6aeciEseoMO74QYALE3DCoWwwmHMcBgrFMaKhJ3tkPNqRcKYoRBWOIJtGuR86Us9l9kVifO9HftY0ZmKn4lpFvs1nbfbQj2ERRAEsj4/gfbHHAXh+M52PFMOTqhLb4wQWd2Ivj9dSVZwf4qderwzRVau+QCyRyMAacPTFEd9dODyfoPDtizMjmastgbs9v1E1jxKVuNTRPEQCARxBQaPG6nfsZV1Lz+HZ5jxJbZt96RNy/lOf5R1+WW0/qV/Mche3k08xkbitx0NZ/wR96Fn99teb/kDMi9g2R6Kf31Lv2167sWyiLz3Hvu+egVyQcF/DFkByMjz0FTlCCwuf7qS6UeXpllZBoMed/q7rpYYlmUjiv85n3sEnw0cFGEpLS3l1ltvZfz48di2zX333ceZZ57J+vXrGTVqFCeccAIzZ87krbec6rg//elPOf3001mxYsWg9SymTp3KG2+8kbqpfgIdPzVYyUFVdO5JfufbqOJOTFtCfelseAn2KDJnlhbzdG0bwrRbwOPwhKEgSRKCZWGLIoY5dKqIqnSnQff9o7+5fFMPWfFaMYKCTqlgMzvmx1INFuZ4OOqFU1DtgavOXia9ylihnj+ZZ/McJos6R/NsZznLf34sYj8BoZGOBF7AFRhYRAtg3/Y2trxdx96NLVj9ZM687da5ceLAA31texRbgLygC2UYgamiqiLm5MBBqHzats2brV3cXdvMkjanwJxPEvnp2GKOyg5w9KodxCyLHDX92dRrUzN0z9Thv58Z0Wl/bAfxHanAHjGo4ptbgG9eAfIwiwV+LKhfl1rPHthC9u9AEEWk7AKkbIc8NO95j6xGiMrZDF6H2EEs5AyaniGITTfM9nZsPRksnu+ksud/85t4Zsyg9sqv9Wkve9IVm92eThLPXgUDEBa7wynhYQlD/26CKGJ2Ofc/kCvys4rZx5eza7VD/Na/XoNt2xz6ueGVRdCTKtg1W9t4459bOOEr0/q0qat7mFB4K5HwLiLR3eh6O253CW53CaLoorjocxQUnNbnvBH8b+CgmMHpp5+etn3zzTdz5513smLFCurq6qiqqmL9+vUEk7Oe++67j6ysLN566y2OO27glFZZlj+7ioxJCwtCMmtEaGNf7HnCRjtLWl7n0vLnOHO0M/c8uzSbmbozgBkDyIkfCNG2MBHRjKHL16s9ui19B+1X1+wCfJTSwbLbLu5zfN+O91kzL8Ahq/uNfAVgobSDhdIOHjePpIEcVmDgZuBsDS2k4wX8WQOb5RsqO3nuDx/0bOdXBCibkk3Nljaaa0K87dZZ6zWZVDjwwLO8uYvEMUXUyiLFSzekHRvvdZEpy2QqEpmKRFb3uiyRpciM9riYGfAMOYu9aXc9f6t1NGME4PicID8fX8Ioj/PZ8lSZmrhGkZpOzrSGFGExO/qpAt0P9MYILfdtxWyLgwjuSTn45hfgnpCNIPV/n7aZzAb7iGelTQmd55o7sGwblyiiigKusIKaewQuS8P10q/xjz2CGeMW9lvW4KOC3VYFgOYeXm2dbsLiDQ7PLWEktVqknByEXmUTAkceyeTt27BMkx1TUwOo4utbYkLLWMBAT7odcp4dWxpe0cZUCvd/FmHJLfNz3BensPntWvbv6WLLu/Xs2dDSk7YsqxJydypz73VFpK0+9V9pb+xbm8o0E2zfcQMH5vnH43XE43XJ9doRwvI/jA9tyjBNk8cff5xIJMLixYuprKxEEARcrtRf2u12I4oiy5YtG5Sw7Nq1i+LiYtxuN4sXL+aWW26hvHzgUvHdcQvd6OrqGrDtv41koCuihL57C3FzMYIgEFCyicer8YgxIAPJtDkpHKUu6QWyooMH6HVDtCxMCTRzaMKiJF0hCVFl7vWPccLUQsbkB3EpEq83CCDCuTP7J36xaAMxj0SXXyIYNumYfhSZZzxK2yuXIzVswRW3cbfVAvD0d05ENHWefPUNTlg8r9/rAVgx554zsweeVWYWpB8753tzkWSRRWeO5YN9HfzmL+9RFHAjDTIQrwlFQe5/sNwVTQCDE4Xpfg8/GFPEcTl9SZFu2fyyMkVWvlKay5dL8hjtTT3Htm3TqDkEtMCVTlikXgGE7U/uQvTI6C0xfPMLkXx9LU/x3R203LMZTBsp203uZVNQCgfPDDJDGs1/34jZpeGdlYd3bgFqWeDfdiU0JXROXbeLffEDg70zYOovUpv18KXtf+NXZ36djwtCyHn2rMDwgpYP1sLS+dzzAJitrf0eFyWJsUuW0PXiiwguF7F//aRPG+8Vfxn4DSKOC81Wh3c/ByOS91mCIAhMXFiIoZns39OFnjDRmwcOih4Iqrvv0OM8zw5ZKSo8h8LCs9H1dkRRpbXtXerqHqRvmsMI/pdw0IRl06ZNLF68mHg8jt/v5+mnn2bKlCnk5eXh8/n4wQ9+wK9+9Sts2+aHP/whpmnS0NAw4PUWLlzIvffey8SJE2loaOBnP/sZhx9+OJs3byYQ6N84fMstt/SJe/nY0G1hEWWIhvCIq+nkCizbJNPtQhY0NlbWsP2xYsDFT69WIBeEzOGpaYq28wfVzb4zugMh9xqfWm0fD28OAaHkhbzIls7orn3AsX3Obe14HYBg2HmfzE1LYVMB2YAt+xEMh2BFbBfbt0YJ+FXOOuEc8vIHnjHKCQsQyC8Y+LOG29PJhN3LV9bY5cTA5AcH94E3JnSQYbIm8MTRU6lLaLRqBh5JxLRtOgyTDt2kXTdS64ZBu26yrivCpnCMSzbu4dKiHH49oQQDaNUNGuI6v9zTwPsdzmf/8ZgivlnRdwBp1gwSlo0IFB1AWLLPm0BDZSdWxCE0rQ9sA6DrlSr8R5SQecqYtPadL+/tEZTLv3pWv6SmN6yEQcu9WzCSg0Jk5X4iK/cj53vxzSvAOzs/jTQNF8vaQ1y4YQ+6beOVRI7PCaJbNgnLRrMtEpbNzs5OOpJdxJOeafxKi4I6vOf6YKHEk9at7FHDan+whCWyKlUeQm9sQvR6nNTiXu5ntaiQ3K84qsr6/jsg4lgjo6OuQCyZhjtv4CBoIe60td3DK7NgNDYBwxPJ+yxi6uEllE3OJhE1MDQTI5m+bGhmWiqzoZsYWnJbMzEMC9u0mXJYipi++ZaTfSZJKeI+YcKNyHLvvkegru5BZPkzlvY/gk8UB01YJk6cyAcffEBnZydPPPEEl19+OW+//TZTpkzh8ccf5+tf/zp/+tOfEEWRCy+8kDlz5gwav9IdsAswY8YMFi5cSEVFBY899hhf/nL/kuzXX3893/nOd3q2u7q6KCsrO9iPMizocR0FYMUdNGc0UCw2UOp2TJJf6se9H0u6T36tlXDHiq3YtjNnsCEpEpe+nlCc9m/+5S62R6LYtoVlJTORbDv56qy3hus53j+e2bnPcZbb5PTEr2jtFQp5QvMbVFZXkbj0Mlze9IEllqgEFfYUTGNM4+a0Y91kBaDRzuILr2zt2ZaAXEHEL4q4JQGPKOKWnPVpSS7XtqSeZRvayB0VZMJJFYiiiG3bVK5rZsn923qulVngRe6VIbC/I0qx2ElHfQdPL3WjKDIuRcKlKKiqjKrIuGSZukgUMlwUqgo5qtwnjmQwtOkGt+3dz711Ldzf0Mr9DX1n2D5J5E+Tyzk1L7Pfa3RbV3JVGfWAZ1lQJIp/uoiW+7YQ39aWdiz8Th2ST8V/eEmPK0evc75r38L+LTC9YesmrQ9uR68LI/pkMs8YR3x7G7HNLRhNUTpf2kvnK3txT8jGOzcfz+QchAEsUb1RGY3zuQ9S6eGvzZvAOG9f0nj6C4+w2jfJ+ex6O533LcJW3NiKC2QPqB5QvEktkiCCK4CgZiC4MxHdmWhmJoq7GMWfhRrI7in22R88RjuIoOQPLx4i1nVwhMU9eTKJrc6zuPvII3v2C6rqEJde+iii10v56C09YkXeQhmkWlj2B3D5kxos/l7rPujc50QlK8FhZf10u6jkguG5wD6LCOb++3FWkUjqOTRNJ8jd4yk/gKyAkRS2lIfpchvBfycOmrCoqsq4cY5Q09y5c1m9ejV//OMf+dvf/sYJJ5xAZWUlLS0tyLJMZmYmhYWFjBkzZoirppCZmcmECRPYvXv3gG26RcM+CeyvjtFNhYo7n+63jSDC6BObCNV6aCl1Ai9bUGmJDa6r4pzsdGy1iTaElppBm4q2yXfeewVQufdijbONZdxtntpzvE3JZixV/Pp711Oy6Ch0ZMpyg8TiCZresKg42oVafSu1mEgZFmqBD1tPIMWrCLb/ENuO8bq1kDJJImbZtNkWJtBoWzSalqOU133bNkzFGeTqayPU10ZgYyv129o45rtzWfnsHta+Ug04fu9Ji4oYNy+9c96/ezMnqE6GzYaluxgI0rRFQCHLrIM3PWcrMrdOKOVfdS1pnnFJcI5N93u4aVwJE3x9B2zbtmlI6NyfrPKbrw484OZcMgWtuhPBJRPf1krXG85v2fnyXjpf3ouc48aKp77ARGXnQJfqee+6nzoaKAiQc/lUXOVBvDPzsM4cS3RjM9E1jWg1IeLb24hvb0PwyHhn5eGbU4BS6u930NwZiXPhhtQgcd2own7JCrbNBx5n5vu5/a/ynZr7yIjVDXrPvbGtM4+X6iel7ZMEC0WyUCVQZQFFFlAUidYOnSJ3GWMDbVS+s4qMOgPV40F1e1DcHmfd40FxOa+SoqAnHOvccLOEss47j+iaNZgtrVixWE8wva1pmJoGnem/R0hxEyxLph+v6D+TqDe8yXlDxyvvsO/uqYiy5SyKhSjbSBlZiEQRM3MRxy4kvst53mMffIAVjTqKuz5fj/puzzJMAcT/VHg8FWnbebnHM2nSzX3amYZDZqQRC8v/NP7tdBzLstLiSQBycx0p7rfeeoumpibOOGP4hQPD4TCVlZVceunQSq6fBKq9Z7E/HCKQreLLCSBIMqIo0tWmEY+a+LK9eIOq0wHONAhGAC+MRmRUtg8RnEKEONxEEhwhf1EQ2NjcRpXtzIgXTz2O8bNBECVEUUCQJERRRBBFRFFCEEWanl8OVAEwucHi7oypafcqJodkX0slHS84g1IqOdxD83OHQTGAhHdWBRknd5uIjgAuw7ZMrhBErhQEWja38I23r2CTq5HDG87nlYgzeFlZChdpCoWWiFDkJi8OOYJIe3OMxrDBtl2d7LziVcxkZekpJSFmH6LgHS+g+NMftyJXokdwNCL5EWwLbAvBthGwELFQMfFqzsDhMoYXyNwfusnK9WMKuaw4lwxZQuw1oNu2zb64xqZwjE2hGBtCUTaFYrToqdiiYtfAhEWQBFxjMgFQS/y4xmfRfGcqQNhojae1V0oGnym2PZT65QJHluIqTw3MolvGv6AI/4Ii9OYo0bVNRNc1YnZpRJY3EFne4LiM5hbgnZ2HFHTI/YZQlAs3VNKmm4zxuPjn9FFM7I+sAO+21KMnf8MvFDSTVXAsbXq37kgMQY+BEUfQYghGAkFPIBoagqEhGQZ7GzP7XNO0RUxDJG7QK+zIBmR2h3OpDOdgN1TD9sGJe8/3IEmonuG5qDyzZjHu1Vedd7RtbE3Dikaxo1GsWCypmRLDiiW1U8LtRENrcI/OR7QSvbRXwpAIp3RYkutWVztGQiTWrIJtY+kCli5BLEk22rpT5Jth/Qs999X2z3uGvPe4L8hPF3yB9twS/NmZeFQJn0vCo8h4D1j3uiS8ioTXJXPYuFyKMz/FbLN+0LKvmp0rliEIIrKq0tnUSNiaTmCco+8S7YrRsHc9FRPTYx4T7Y7L0Kw1safaH3nw+Qj+M3BQhOX666/n5JNPpry8nFAoxEMPPcTSpUt5NdkR3HPPPUyePJm8vDyWL1/Ot771La699lomTkypNRx77LGcffbZfOMb3wDguuuu4/TTT6eiooL6+npuvPFGJEniwgsv7PcePmnEhVw2hC9k8fFjmXRiajYwUGig/tx6AC5xBbh65sApoa2hEFObOnq2SyomMefEwYuyZU+ZyGW/9yHYItuCY8Du9ae1bWZ2pUSdQpKfqOSlQGvq2bczYxbd3YCg9HUdCKJE47pG9KSuyJbJuxCB1vy/wt7fACC264TKfHxjn4V8agWF8xwfvGVYvPy1+6mSy3rIipropPDBH9HwYPL6qopaUYE6ejTq6NGwbi3FbjcTL76YI486asDPvbaugVN3NqKJBzfT3L5pC51NzWTNSwUOn5WXSYYsURlNsDEU7SEoW8IxOoy+cUSSABO8bmYGvHytPK/P8YHgqghS9KOFGK0xElVdhN+rwwrrCIpI3pUzUIoGJizRTS3ENjlBnEqpn4yTBn6OlDwvGSeNInhCBYndHUTWNhLb0uq4jF52XEbqqAw2TwlwhRUibFnMCnh5cMaYQV1rN1fWAU5szGnCJUySann6kMPJcg8vK6f+e6dDm82hlx7H/GO+iNbVhh5qQwt3oIU70KNd6NEwWjREc30Ta9bsRhAlFp17AXo8jh6PocXjaLFYcj2WXI+jxaPo8TgTDzniQwUeC4KA4HIhulyQNVjMySXDvqYIKLbNmHAI65cVDmExxOSrgKWLPfsMMmjb4MQxBY4/ziFKkYijDRSJYEUckTmSmYObfUVszih3FIQbQ8O+p4kFAV699ohht/930FIbZv+eTiQ5VbW5u/ihLIvYGIhihOf+7yZCrc19zq8gSNa4LiLaMnbXLaOj7VpmLv4Ge/Y3cNv6pzBc7VwAtLnepPGP6yi8du4n8rlG8NnCQRGWpqYmLrvsMhoaGsjIyGDGjBm8+uqrHH/88QDs2LGD66+/nra2NkaNGsWPf/xjrr322rRrdLuMulFbW8uFF15Ia2sreXl5HHbYYaxYsYK8vOEPDh8nunVDxAHSTQ9E95AnDxK3A1DVnm6CLl3aStWbbyIoEqIkIWd5eFQ1WJ4nUxh0c8GYfBZNKGZ75ngypC6mtG/DEkQMUSE/0UxCVFl81Y+45eXtNMdsupQghigzozyHf102m5+9sJVlG5q4Kvl+A2Wm1L1WTbfj5pLOLp7z+/hJWzNnJvcJHokv15uYNmT0qnsjyiITKp+kpLWRWGYF6jkXkRGtx+0/jsTevejVNdiaRmLXLhJJc/j85LlP545m5twFZAb6ny3neJ1ZoibJGKaJPAwTeTgcIXT55QSjEdaPmwTfvRGAq7dWszWaINqP7o0iCEzyuZke8DAj4GWG38NkvwfPh0znlYIqUlDFNTqD4NFl2LoFIoMWOdRqQ7Q/tgMA/yHFZJ7RVw6/PwiigHtCFu4JWVhxw3EZrW1Cq+4iUtXJVaMMwqrIIZl+/jV9NP6BxPeSuLIsl6/vTGXfbTdLeal2AxePG94AGO80AImswtFI3gw83gw8hf0Tr/qd21iz5nv4c3I55HMXDev6n0UIgoAUCCJ5LPBAd2+w3O3iHa+LyztDFJom2mXLaDvlFESvl9Lbb+/3WrZtY+s6ViTCe3e/AK0wzWjj+q+dTFQziWpG8tUkmjCI6slXzWRfe5QVe9qI90PAP2q8/9Ru9ld20jCEixPAtuIkOp3g5NzyUeRXjGbH8ncxDYOWrZn4clyoWQ6ZaYn9npce/wdXrf0FMArLO45Zh61jvL2Vf5mP8epD13HCuJNQJRW35EaVVAJqgJNGn0RwmJlaI/jPw0ERln/84x+DHr/11lu59dZbB23TrZLbjUceeeRgbuETh5Uc2PoTTusPouWUFrQHaR7XNL68chMP/+5H+OMaN171RWR7IYgqmLDbI/KPApvXi7rN9QaP1tVz6O4G4ieWEKeEY59+h5LGfWnXXf2XlRx34JtVwV3vOBah7/mmYOedhiAIjirrtL5VdPWmGJZHY9exX+PcGo0fVHVgBUtZRrITiIF0zngyJ2TiyUy5E5p+/2eMhl24gJKLPkfe185Ku65tmuh1dWh795LYuxdtbxUdjz4KwCudBdx985uUew0WlAX4ynEzmFCWinfJ9iTN2oJARzxO7jAq9O7YvBV/1DHDu7RULNGakBMH47Ytpvm9TM/0Mz3gYbrfw0Sfu09Q7UeJ/qxavRFpa2f/n1fjwoONTe3urbQ8XkfGxGKyJ41CGmawcW+XkdEe57kXd9Ch2uRqNg/OGDMsAjbX1chsewvrhZR16tjimcN6f9NIoIUcgp9dNGHI9pEOZxDzZQwvw+Yzj5s6wbbBSMCfZnNFrvO7rXe7eKS+Eb3ZGZTl/IEDbgVBcAKCVZXGhDNpGuMyOXTc0JWvX92ynxV72sj2fbw1eyKdCda/lu6+K5uchWU5FldDdwogGrpFV3MMQXSD4CZ/VAEX/Pw2FNXFyd/4btr5j/xpHnnTnOfBldPF9KJtbGqYglniJZtWtscl7s97CXR4YNsDfe6pNlTLd+Z9p8/+Efx34DMkKfvZxMFaWIRk1q49SPPjn38TxbAoTFY9PXvvX2jNH4tsybwr+LlpTqrjvtBUeVuLU+8Rec+TSgnePm4mY70BJFMnUpMKWNVE1VGztftaEKojW5mfezKSIKOW9Z8yLvnCVC1wgt6qy73UlHp4Z9l5LJJqmGaWE5dFxi1IT8W0NY3Wv6U0KoIn9lNDSZJQy8tRy8vxH3kkkY5QD2GJ+fxYiFRFVap2JHhix0oWFcAPzpjLzLHF+FUF0bKwRJG26PAIS8dzz+EF9pePIvcbV3Hm1vW4m5sZV7mDcfuqKWtqQM3IoOzuu/AUfUo1e3rB0DRe/N2vmWMeDRIICGQ2ZUITJNY2UG1VYS9yM/acvt/tYJCz3CzJkwGd421l2Nai32xfxXohlU3z0jQvhd7huYM6WiqxLREEm6z8oS1E0c4OALyZ/yWEBZyANcUN39rA5KdPZ1u0nsOjzv/daDo40bjGcFIDyD88AtIadgh6ju/jTUyIJ+/L5ZU58qKJ5JUHyMzvayWNdES494dOWvlp376JiYsm9WnTc82Nc9ixoxJJdYKWr/Huw3P62SwYV0Si4yH+dtt5BOfG6PI5Hewlky9BMzU2NG9gR/sOInpkwGuP4D8fI4RlCFjWwRGW7ZnOgLBEj9Ets9XZ1MjKugY8Ljdx22ZXdhFiL92VhbbJjO+cjWVZHPv2RsS6KMrWDswKH4tmeLhq0gSu31CNKcDyJGn53pGLOXpmX0lxcMzJpmEQ6grxz7//Cz54AxswBYn9MxTycorYEooxLZTAG3Ch1YbofKUKozlK59HXpF9LFMjMbMDV5MTX5B1ZQnh5PaLZjBTfCb4chEAOgZPPIfTyUwB0vfQWeVcP7v/fv8exDsVkFyt/fR7rdtfx0to9vLGzjZqYyvuNcNZd65iTu47FY7JQBAG3R6c5ksWEvKEl8IufegKAwpoqJp9xKofhWHliGzYSXrKEzhdewGhooOaLX6L87rvwzJgx5DU/LtiWxct3/J59uzbT5qvluHO/ht4QwWiMIoVEfHYQVXRhrtRpKNxC0SFTh75o97Vtm6VogMCJ+ZnDPi/oKUpVXQZWtu5jTt7Q1hKA1gYnBkr12cjK0INsysIy/Pv7j4Gs8th5rzoWl/r1ILsxXnAKfg5mYemNpgTggsLs4WXItEWciOacj9nC0k1YvEGV8fMGJl96ImXhfPO+PYMSlsv+eidLb7uT9RteAWAje1jY8jpNgWmEnrmCU4FT34MvXCsRdQt8bdIVZASz+N3a37GjfQcu+ZPJHh3Bp4MRwjIE5LjBOJdIdFkd2za3OPLogoAtOLNgBHr2AZwnajS6Rd7Ni/GLTW/wXJ3FPld3xxRnltAM5CFbIm8d5VglPnfFeJ665Ua8GVlMqJhN9c4ogmUj7w3z95wIby5ewBOlmZi2TcmSD0AQKM4auFCiIAjIikJrVTNTM4uoKpvNA3optZ5S7tzcCXTyazwUv1bLRgWKdRuxn/pE3ThcKiTXcjqk0Jv7AJtC15eQhVTwXGkGVOXlEGt20XL7zUMSltaqWgJApy8TURSZN6GMeRPKuAF4YeU2/vj6dnaFVda2wNqWDu5Q/sCp0ipYASHJR0gJEFGDxNUAmhrEcGVgujKw3RkInkwqRkWJt6q0HXte6nuRJLxzZuOdM5ucK69g3xVXElu3jpovfJGSP/we/xGfTIDigVj2yL/YufxdREnmlO98n/Jp6eTJ1HW2/ux5sow8Is/so6s0l2D58Gbnmxo6aVYF3KbNEROHr/lx44yzaXlrFc+qziD5eKXISaseQlDF5CIjuRREl4rociG5XUhuN5LbS/0WJ/Bc9cnD0iSJJlOKvRkHV/33PwqCACVzANAbnwFAGaYGS7PldNPFwyScLd0WlmFaZD4s4tGUhWUwZBZkEchuJtSWhz2Y6RkQZYljfvQN1p//Ss++lS0vMjpvVlq77ss8vexRvnDK10gYDklzS8MrxDiC/0yMEJYhUBbWyPBI0B53liHwg+TrV+d7+IuQy4HFRz6wnWDiiqbU9PXVhx6kdetqLEPk+dsv4MK6D9i6B8xCD1Gti2fXb+CoieOJGEaPbkvZIFaGeDTGQz+5lfa6tc62qFJbsSitzTpMDkWhVAcQeAWNnQmLsU/9jeyKZcR1p7OTEDCa5hMVbKYdXYydMBGiDch7m7ERMIUCRLsLkSjB0jixZucDa6teRl1wMgMhVFtHAIhl9CVepy2czGkLJ/Pqqq384NkdZFqtDllJImBGCJgRiO8f8PosAlMX8J5zer+HJb+f8rv+zs5DD8OKRtl3xZWU33cfvoUL+rRtbW2lq6vLiSsYZDEtk06pE7fbjSAIiIiIQv+LgIAoiOx6+21WPetYg0648pt9yAqApCiM++7xVN+yFL+YSe0dKxj/0xNR+tGOORCv73UC3BdFBbwHMeP+y9/X8uyU1Iy+nSDyVjmN1to4YaUmoGMAYSDM+r0fABButPj9hWeiuN2objeK25Nc96C4XM62y0XdDkeo0DPMukCfNYTeWkLbv/6FoCpp+ik92ioH7Gu9/wHq8woJV+1Dam0j4Pejugb+bSo9TtxKQfHQ8SsArRGHsHzcMSyJqJPF5BpCADHSGSbU5tyLKA6uTWXoOiuefDht3xX/908CZfkUXreevTf/g6/l30nM5TyJR850ovYSpkNYXNKIheW/GSOEZQhkZriwYwamJBAOqE4vDY6Jt2ednhV3JI7LljhC30iBy0W94Wej6aRDz7DXkUkHHWSxLX8WnV6RjJhO4dwHCdcVEGt186+7/866xWdAUvBzL9lc2WEz5eWl/GqmY0p1x6M8cvW3UGQVWVaRFReK6iyy6qa2dgcdXSmRL1VNF2cCyJ+RR015Flt3tPDIriZ2YznkygVf2XsYeYk4wVA1UU8euz0iyyr+xUOn/8OZLe+ph70gZI9BviZZ2dfQyOxsoPHQkwCovOw7ZC7+A6LPS4PLpiUQQCoaw6yzv0xWfjnxesePr2cN3AmfuGAKJy6YwvK/XQ0NsNE9n9KvPUgk1EIk2kYi0o4WbceIdWLH2yHeiRDvQkl0Mn3PUlyqRuCN38LcJ/q9vujzMWH5+9R+45tE3nuPfVdeSdnf/4ZvgUNaWlpaWLJkCVu2bBn4ATkApmDyfPnzmOLQGRrZnQqnvV+EiMDiz13I1CP7llTohicrQN6XZtD5z50ExWx2/PFVpv3ozAHbd2N5VwTccKh3+Hoctm3z5/Gpwa6sdT9H796Knj0eoSiMrdmgAbqQXCQEQ04uKlYvhUHbttBiUbRY32J3ByKY+5+p+tryt78S37Bx2O1v+cLVvLEwGYu00QlaVQwdj5bAo2l4DQOPaeC1TFyWjTY9F6kpxu2bupjasQOPKjmaK6qER5XxKhIeVerZX9/hBJZ/3BYWLVlLrL+6QL2x+vnVkFTkVj0DaynVbt3M63f/hbY6x1087/RzOOLiL/ZY6CS/m3G3XM2fWo/m/BfOB2BVaC2jGUfcdCaTbnnEwvLfjBHCMgRkWUAH8i+dQsWkgd0w3dhz2+PQVsgXy8soPMRJ946G69i88m6CmeOo2rUSKX8tlypP8M5plXyXWxCxMRNO7EvtvmpY3Pe6W7OLOWtfskJtLEJ7ZOD6TL1xVOEFFHgq2E2MV5NBCcdMyue7F80C4JDDKlhx3xp2b2vsOUepfYEjdr6adp1jgB2Pz3VmioKB1VmAO6ud4vOqkItGgaxiNrekndOx3OmMXUAJAGvYfN9TFPz+/zC3LQXAzM0c9P4NXWN8gyO0Zcy+nOzMArIzB3CH6DEwdZBUYg/dAHv/hqt9KbaeQFD6n3mJHg+ld/zFIS3vvsu+r15B8De3sToW44MPPsC2HTbaLYbolEvou3QX4JRsCbfgRlIlJ5bINrGxsWzLWbeddRubcXV+RFsgERBZPIx03pxJFXQdUQ/LDIKdGSRaQ7hy+g+e7sZmyan3dLMU483n1jNrbA7nludyb10LxS6FY7ODbA7HOC4nyPbGJu5YvYn13iART8q6MralHm+8ixoSHHXp0PpIX3ionNAHDbiPKcC/sAg9HkNPJNDisTSNle79hpbA7fMzZs78Ia/9WYTR4Fj6cr/xDaSMjKSmSq8l2r0exYpG2DTO0aUSTRMrmaKvywq6rNA1gA6eletiyZL9LNnd1n+DfvBxB92+94SjRr5rdSMzponIXheyx4XicyP73CheN6IsEemI021qPuPbR6Zdw7JM9qxbw9oXn6Z2q1MyxJuRyTFfvJKJiw/v932n5KT0qu7efDfnTzq/xyU0YmH578YIYRkKhjNgCcPOEkq269Xc6y9hwbGODsikuRfT3rydpS1PEoltpqPDub6hOR1Xflsjp7z5OC3ZBcRdHmZuW839516V9h6Fto/TLr0OLRpDjyU7/njcWRIJojVtCMDY4GwyVccF9VM8nKG4OfUXfeM0/nzRbCb99BUmtNdwctUKTqpe1acNgB2NYUZjyfmzRGS/RNc9vyX7R46WhDJpLhV/+AmJDStZsf15VklePJqNWwOPBpP22eS2GZiXf7vbgMRrsUbqXnmBScWFTC0bQ1FmVlrMw5Z3n2ImHbQRZPrRn+97U1oEtr8Im56Ayjd7ilV22xMUt07spbvwnPmNfj8TgOhyUXr7n9j8pS+zybapfPfdnoFk4sSJHH300RQWDl6k7t3t7/LmI28C8PiZj1OWNXhtK83U+L8vnAVAYNrYYQugjTp1EVvffoYMKZfal9cx9pIjB21/gi7zmOL8YisCAiua2vhrU2rQ+01VY/oJOUUAyKZBcUcL45pqmd+0hRw6eA+d9jt0Dj3lKPJHFQ34nlZERxYVggV5eAeJtfpvgK3rGMk05awLzkfOHdxtY1kWrW86Vsn3x+VRVFhAOBzmjfo9fKu1r2tFsUx0USIgCXz5yLHE9ZQGS6xbh0U3iR2wryjTzcyyzI/88w6EJ+/pfwIlWI4eDyLkNyyj5qzrqHK7KP7ZzxFHlfPCH26jq9l5BkVJYtpRx3PYRZfj8Q9OxH9+yM+54f0b0EyN9nj7iEvofwQjhGUI2EkdlsHEvtLhDDy2YA/YQnIb1DX8M22fpaWuP3WXI+nuyxpPpL2erzz0O14++hzqikYBUKgpTDz3kEHu2UZvCJPY24nollm7toaJ1VuwMiYS7mzDF8hE6KU38tiafWDb/PHtPw36yfIeuQ+/K4AVi1P7pYsx4zZSdrrAn+fEi/hV/FmeLUxXcv1u4RGUl19G/WVfIjNksasIVkwWWVIwlVeWCkAj0IhPiVGWEWJ0ts24fC9XrPk2ADvzT2KR2qszirbBkpth42OQ6GIg2DZE16zDM4j3JNLaym9uvx0mpArvlWdnc/zZZw+7qObDyx4mPym5t3TbUi5ceCGyNMjfy7JxJX9zt2d42R/gBFRbJRLsh0hlK5s3N1K7vA5FtxBL/OTs7qIxR8WOmRDSOFMWubJdY32mzC1TXbS6Bn+OF9rvM66lBvd2H4rlEJ1rcZ7Vd1jAW00KG+7dwYXHncvEw6b3/9GSlavFIWIb/htgNDeDbSMoClL20OSspbUNI1khuqiwAJfbRZ3e1S9ZAdCT6s4Ru5UHmy5nnFTIHM9EfnHGzbj8n07MT8fTz9B8+5+YFctg07QrsAQZ2YpjCbKjci2knjFbTP0Hsjur8EZiEImx73vXsXLKGAxDR/V4mX7sicw5+QyCucMTDD1tzGncteku9oX2ccxjx/QQ/hGX0H83RgjLELCTOizIw1S6NaIoQEIb2GUjCumdU7wjg7JpRzDl8GNpqm7CtuPMPfkolt7/DJWrd5HV1caFz96Nb+F3eb00wHn7Bq+pI0gCamkAtdSZpYx7/TsUuF7k9DDwe6fN7s+9TujN/2Njp4e7rEOZFkwN+pH8PPLuu50Na18i686nyK0LUzsug8mzegWkCo6rQZ3kBInats2KD/7BFRv/2NOkxBKYI2cyo2AOF5zwBwCCr75OV6iFny29DA2TuVoCPVZDTaePpkgWEd3D9hYP21ugdFcz33U5/viiWSek3ru1Eh78HLQlKxFljYIZ58PUc5x1MwGmTmTFe9Re+32EwE6ybzQQ5PTH3dI0Nt97L0/V16ftP2/efKacespByb6fs+Ac3q19FwGBytcq+cmbP2HM4jFcftTl/aZaPveyI8JoijZTF/Rv+h4I/oo82G+QHcuDB3aS2X2gxvmuspsTfc45qtmgRC3giKNGo1sWq9as5+m330E2NMCmzRfknOl/AQTeyj2ePXnjWdDQSqeYij0RrRi6IKIIFg+/8SRndoSZduxcFE96rISZTHcV/f/9hEXfn9JUEYYhOljX6FhjMsMhXG7nubi38j2EzmIE08bK7t9CYMl5zN1l8YMnaoFa9vz4TQp+8hOyL7n4o/kgB4GG668HIJsGjnz3O5Tf8098ix33t23bWAkdPRJHj8QwonH0aIJYaxOSdg5NN2zAE4mSEdNYtGUPtZ8/k1Ou+d6QFpUDoUgKfzz6j3xrybfYF9rXE0c4OmPgMhYj+M/HCGEZCgdtYXHaxeK1/R7duuYF9lT+DU9yIlH73tcZN/1wTv3pwj5tT//WZbzwJ4s9a9/CsjTmNNuc3nTwFYuLtRf77Bv3hNPBzAYWjX2d2hIPkRoJ39sSOcceQcXomVSMngmfczqnyb3OtVrrMGPOYK5OnsPWnS9w6/KfsZ70LKr7P/cqeYF010FWdjGS14WWdCzdcfFXyPQ6bcLRNrbWVrKtvo51las4snGNE9wJlMe2w7p/geyBl78PsTbIKIcz/gijj4Leg4XizLK8R5yC4Ps1ZmsroTfeJHjSiYCje9L18ss0//4PbM7NhUmpWlcAr+zYzuqWZizLwrZt/H4/GRkZZGRkUFJSQllZWR8yc9yM42hpb2H7Eqdoodt0U7+snlu3/YIbv/nLtLa2bVP94EsASJZAdO1ulm6uRXG5kFUXisvtZNG4XGSXlJE/Kr3aeeHhU6h97308csqKtSdLxm+BoUq0FHowPBIeG6SaEJpPRijwceRh5UiCwPO3/pY9LU55DYBjz7uAyf4sVr+Ryfcr8miW8mESFHW8RjABv+WrNOvwhHk4BjJfcK8G4Nk1r/L26mV88/pvI7kdcmKbVo+FRQp+vEGfnwUYjU78ilw4vDTz+tZ2wEtezBE42x8Lc9feYlwrHSJTNC+OlatQbZennVfWFOOQrelWW31futL1Jw0xM4vsn9+KXTaWREcYxe9BlCUkt4rkVnHn9JbIdzR8ZL+f9isdhSq3JHPW929Akj/cMDQ+azzPnvUsNV01RPUoma5MyoLDs4iO4D8TI4RlCFjJehwtG5Yj7LF6YlMilk1TogBfk4KpSoTLHLN+vp4JwNqoyPrdbwNgYwM2Xe0rKQk9RLTxGOpWfAHF24oey2TTmzH2rX4f2+gkkdlCvVmLx+OjZMpCvIccjW9cGbkBgZLXUjPW9pZ2gtlBpGEUBNTFMSjWngGPFzQnaM5Rkeudx8Fo2TVgWwD9vccBEBWLny67hhdCu7EFAbdlcZannOMnX8CsiWejuvuv6bFzvxPr4RVtMjyp2BC/N5sFE7KZN24WY+Rfk69Wg1N0GuHd/0u/SPFsuPBRCAw8UAiKQtaFF9Byx5203XcfwZNOJLJyFU2//jXxrU4q7WxdZ/yxx2BPn86eqioqKysJhUKEQgMXmcvNzWX27NlMmjSJ7OzsHvJywZEXEF8c597772B/MkDabpXR4lFUd69oSjt94Nnw+ssDfwZR5Pwbb6VkUirQ0JObwVPtj1NsePB97Qucs3g+B6PVK65aiT8vm64kYfFt3UTueecxY8ZESrbuobnccW25DIcthvCzxJqEgcwoMT3os0OIcO9v/s6Xf3o1AGZId2a7koDo/fQtLLZtE13bhBXVEVwSoktCULsXMW1bVCWQhYOyrEXXOZozUmB49Wv2d4XB7yVPd6xg77bUIJip52FvYBSS3tGnZ55X5ibje98itGQ348bNQ87MInD00cO+z48DVkc7Lddcmb5PlLFEFUtSsGQVW3Zhyyq2ooKigurCo7gR9Ti+slEfmqx0QxEVxmYOr97WCP7zMUJYhoBhdCHhw3on3TfqBsoJ92znr+3OkHE6rofN41m778Cv9yQW4+ekvQUYsSyMWLcUuUVrqxNJH7KjaN4EWihB58qXyWydiaJn0AC0+y2yZMeSEPm/zTSKUaJiHElwYck2giyCJNAcaiUiJMgdq1A4SSDT345qScRmXEs0MJfYY9fglXTy3BHckkFml8Fhq9qJjVaoa8gi96TBzczanm0A1GUKPB+uBEGgHIV/nvA3CkqGzvTY1bQMgGypf1Gx5pY30LQmaovdFE3+LoG4iNBRA+3V0FkLZQvg5F+DOnTsR9aFF9Ly97uIrV/PrqOOxtjvzIhFn4+cr3yZ7MsvR/Q6ZGLBokUYhkF1dTWxWAwxabUJhUJ0dHTQ3t7eU7zz9ddf5/XXX6e8vJwzzjiD3NxcOuvqeO3vd9FoWz0Wn3E7dxFrakAtT3WqgiiS/YOzePvx+8jPLeWs8tPQEwknYyaRQNcSGIk47Q31tDfU8ciN3+85t3TyNPzFpcjhJpqAw8sOvqxAZnMjY3Zt5/kzTifhdvPcli28sXYtUbebRcDCvVv7yAj+bKyLHTXbyA1mceol13D3Xf8kbDrPf0yPU/ODdzABGwFVgLhl89gtq2nZ57QZMysPl09GUSUUt4TqllFcEqpbwpvhonRiFoJ48JWXh0KispP2J3YO/wQRLClG+4TXiY5fjyR5kSR/8tWDJPlwufIpK/0CqppN+/33AxBesoTwu+/20VwRvV4El6vnOd8fi4Mf8pOlM84tmcQvc9+i8ehChLgJqoRJX42lWWUlnF92Zb8ZhJ80qsecSuG+d5BsHdHUEe1UGrtoGYiWAQbQ1zOZhkj2mMEbjGAEB2CEsAyBtvHP46ubhSioiKKTe2JbBpYZxxWqQLQcs3dVdtIkbhs0uROY2W1MlQS2mI5p95BtMY7dGAOmYAzyfjMP+ycr151EtymnwxNB8zTh0f20mcU9hAXAb3nxW8mZe6+wllxKiQX3UFNxA9UxqJ4lYdtZbH1wGXpkJZAujZ2lRjmzdCs52TF8+Qk8E6cwGDY0N5ED7MsSybAsvl9wBKef8CcEeXgz6paEExeRJfetdwRQV/cQAKNGXUVw7Hf7bTNcyHl5BE84nq6XXnbIiiSRdf7nyf3GN5D7CZKUZZmxYweescXjcTZv3syWLVuorq6mpqaGv/71r8wbM4YPNm0i7nKBIFJUX8/0jZvI6uhg5ZUXUHDd95hxzHk9A1d5zmjWTuoAOrjqhFsYlTGqz3uF21q5/4ff6qm1A1C7bTNsc9I/Q74gba7h66usePd99v/jHia2tQJw/IyZrF69isZgkKg7RcgvPeYYHnjrLec+Ewm++KtfIQgCJyWPN9Q09pCVTMvLCdpMREGgt9O0LWHR0p4i9Hs+aGYwHHHBBKYfNTT5qlzfxLpXqhElEdXtkB/FLaO6JFRPigQpSUJk7u3AMG0CkoB7Sg52wsDWLCzNxE6Y2LqJlTB7sgGxQLQ8eOon0FLy1ID3IcsBKsq/mrZv31ev6L+xJPWQl+rjz4C8cpZmZTL7redwCRZZIhR4o2xUy/s/H8hTP31rFYCumVSWn0Jl+Sl89fdHoHpkTN1AD0UxwtHkawwjGsOMxDAiMcxYDDMax4rGMGNx6rc0Eg3pjD77P7cy9wg+HYwQliHQVvwKu4pXMbn8R6zYvpSS/AUUBsbS3nAxGipfFB7mnrGlnFyens54bvL1d1X7uW3vfo7Y0jf2pGxyFvu2tfdsewu2ovpbUNUYe7wVUBLgun23891gJzWKwhOWiMtSiMRLCXoayDD8BE0/Pyj9ERmiCz2mYeomO7ZvIZa1jt7RI3pYRo/03+m1a14a4wFyXDHCDW5yS0oG/0464uQAcpaHZ858lNzsccP5KnvQrDmEpSxjfJ9j0ehe2tvfBwSKiy84qOsOhNyrriK+dRuuSZPIu+YaXGMOCMwzDahbAx01TtHIwumQP6VHVbg33G438+bNY968eXR0dPDcc8+xZ88eVuzcCS4XGdEoJx9zDKOOOJTVxzmZXGV7w3D1jbxd8mu0I+aRsfhQXpLX91xTs/pX//Rn5/CVP/+DtrpaXrnj97TUVAFQMGYcmxQf746Zzt0bdnP35DJOKhnYNWaZJi9/5/uMefUluvNKds1dwGkXnM+8iy6kfe9elt5/Py3RKCeedRblixbxVX+Au559hhqXi9rVqylbkAq4fnfJcz3r8xceS+nCKRhRAyOqo0d1zLhJYUDh+LjJjhWNxCM6E+YXoCdMdM1Ej5vocQMtYdJQ2UmsS0NPDC20B7DhzX00VQ/srhsI48v9nHDZwETcNm1s3aTumZcQPsgCr8Gc2Q9jmpHkEsM0I+zc9QsAJMmx7o167FFa/vo3zI4OrFgsqbsSxYpEsGPJ/7xpYnV1YXV14Qs5rsIObxYdJC2sVnIZBLIVgu72HyFs22Zjy0Y64h0oooIiKT2vqqjSGG3Ep/go8Zfglt1onTY2FpLokEWAeMRk9/pO2urDxMI6kiwiq1782dkoWRJhEnjzFcqn5pBXHmDTL1fTWhdm9pjhxf2MYATdGCEsg6BdN7hYeBKAv9ZczhhvmHe2t+KTTeYWgoZjXSk6QCK9uraepes30RVPIGo6FI/lrhMyuOrlzrR2CWMrpTlualudjijW4szsb190AXYyNTDYdCWnrBkFQJerlaem/xbRX+mIoEtR6hNxzn2vhWUEcQPiRWXcnLgaXdD5Q6/3ktTBe8TqhmKUJQJGXGL37DkgKQiyB8HtRXB5Ed0+BI8X0esjt8bJjAjlFPLq6rfxu9bhd/sJeDMIeAL4fRm4VTfBQCYuV9+sh/1Rx31W5O2rbTNPepYAAG0ZSURBVFJX58hy5+QchcfzIaooGxrsfAWKZjgZQ4Br3DjGvjJwnAjPXg0bH0nfpwbghF9AwTSnBowogR6H9r3QshNUH5nlizmrrIy3H32MLdOmUiaKnPPDH+JJWm7mvbSUzS/ej3b7P8juMCioi8LD78DD73BmEDxzRDqOnsWErIGLCiqqi9yyCrTk4OfPziHU2sJhU4vxVW1Gef1R1koyhTfeyqwBLEM7Xn6VMa86Qb47jziGCV+7gjPmzOw5njV6NGffcEPaOf/f3nnHSVHef/w9Zfve7vXGwR29SUe6YgMrlhRLbLEk9hRjLNHEklh+KbaomGiMGmPsvaECCigI0ns5OA64Xve275TfH3OVqyAIyvN+vea1uzPPzDyzszvzme/zLb3GjqHg9dcostn4/K23uKiVYCmp2Q44sEfT2LhwB8Mn5JO8l2BvYtDRXeeveeuhFewJxPEk9yx/RqjOGmeYdHY/PMkO4hGdREwjHrWEUDyqtbzGdMp3WAJhZ2nXmXYlRUJSVLRECBsp2FKSSUlpX6ahrOxtAg1rcNit43WNHEnvJx5v1w6sYpvNIiZkiRjb3N8xdMMmBow5HZ87i6CmEdQ0woZJWDeIGBAzIGyoVMrW798WXc8gx6QO9/FNWVa2jCs+vmLfVpokMb56BtdIx7P5qzI+e3EzWg8E51fv7MDpsRFtdMp2HQFO2YIDixAsXZCktDi0bmMQLy44k5poKimOOsZlL8Xb6MMy1N/iUPnl8lVcVBEh7M2CxiAOWzxGwAW2E+/HuzuPwM5Z6NFkKra22ECS5Gpm+v7ChV88xfjMOL6IwfCdcfyRguY2vlga56z7NfMK/siMFZYA6bXTywOtxrWNF3fxDo/w8373cN/2Sl4O72b1UX4Uh8HIKzZRsc5PZMUI+vtGs7l+GTVSFOx+8r8sRKOVA6+ewNQTmI05Tlpfjpqe8xZ5i1hd9nCX36FqqNhNO3bsOCQHTtlJpWQJHrN2IUuemUVSUgaq4kWxe9njehckyIhOJLp5C7LH3ewXINls3TtEzr8XvngYnH64akGzaOmUYEV7sQIQb4D3fmW9d6eDYoeGUlrVYQDAa0thxsAGjt66iazXt7bpnys5jaMv/BXmT37Jnt0bWfvSbPQVa8jeUEFGAC78zEBauQ395Driu3aR2L0b7/HHIzvbCuBdG9Y2J9cKNg7nbPlyAc0ePFqCNx68n4K/PEqyu32q1F6TJ9FUqCHj6HEMbSVWumL66adT9PHHFKoq5avXkDVqJJFIJfUB67LhT6QRC6XyxoPzOPOX40jP3nfnx1CdZV3qiWAxTbO5/cDxWfjSux8Oe/xqa2grv1/PnGLNBuv8Kv6O+xOLVwDgcHQtxMAqtql4vSjelmiuFZvCVIV38NigOxie3nXV7YgWYcJ/LdHUy/tlj/q/r2yvt5zxk+xJ5Hhy0AyNhJEgrsetpGyx2vYrSSbFvg2Ubqtj7rMbME3IzE8i/6g03D47hmGSiOkEqqLEwhpJaU4aqiPsWFPVLFYy85NIy+15/iGBAIRg6RJVlnAtLuHK0S8w3LmWUwq8vLjpR9TGkgF4nzMBmPjVRnTTpDLR6J3idJFdV8PAHdvw11UwoHA5Ni1BAw4aqCS34K8c45L4sO5WNNPBCPcH5NuX83rtA/ygFtjT+dOgP5rBbSMj2JIl0v+qUpyxk1+qq9H1kShmSyKpH1fPIMnxKOmBBEM3NbBxSBKyarK5IMrPK6wnqoG+cdS/ewOyvpd3nMOH59hbMbUIil/HNcyPXt+A0dCAHmigqn43G5TdZPXPYgphwkaYoBkmbEYISdakydZ3ockaGhphWh1T4z0/y5EgVLCB0F7HqFRD/XV/I2A+uNcJUZHtEu70BHmzvEgOL/jz4PS/gTcTKjZZYgUgWg//PReumAOuTkzpugavXW6992TCha9C5lCo2wUr/wPrXof6XRBuVXLA4bP2Wb0N9DhyohZnMmR4qjBjUSRn+5uoJEnk9R5G3m+tjMCRcIAdzzyB9NhzmPUBtkxqUZypl11G1i0tTrZFq5bz+v13ttlecnYONoeTAUdPwtNvMO/+/a/4q8p44p+z+d2v2vv8+NJSmTthCkOWfklo46aOv4sO6DtlCr3efZc9Dgcv/O9FJm5YyIZgIabpQ1ESnPOL4bzz4E4item8dv96BowrIyk5B9Uuo9oVbA4F1S5jsyuoDsV6tSvYHI3L7QrBRouJtweCJRbW0DVLqLv9PXs699hkQgmDgWN6lpCMkCXabf72N1PDSBCPW744Dse+D2cYpkF1xBKc6a7uCxlWhq19uVQXXpu3m9b7RyBuPZDMyJ/B3VPu7rSdaZokjASzP/03T5c9RhJ+CldUYprW0PYZN4xG7sZpOhHTqS0LEYto5PT3I/c4VYRAYCEESzdMy0rjqQUXAi2RM1qagwt5tTmjY1m8fSK3F0cUYD76Rz5Od2HslVCqpCiVDcmlXJh5LZJk4pIbWBXquKpwZyT6mOipMKl3Haeo/wcqxI3+BLSLiBpH48t284OiBpDgvZiDDyocOCS4aV3bnCDu0ReyLLGKzIsuwvPum3gXLoRYANnTckFNvXhaG8tBL2AU0FFVmfo91dT+fS2GZLDWVkS/nx1NXbiOuog1NcQaCERLcAW30v/TFRhOGdugPuhEMaQYBhr+r1Ow56nN/gBmtDG/i6ZhaBAsBq14GzaPASUrYPBpUDAVnmjMZZOcb9UVqtoML18MF70OHSRv44PfQNFCsHvhp+9BRmM+lvQBMONua6orhj0rLJGSUgDuNMu3xTShZjtmQxnSs6eh2EyiS97FeVwH5QP2wuX2MeTyX7Bz/tdEGwsrmsD2jGRWzf+IvgPzSc7OYeCEKRStWdG83ogTT2bCmT8iObttbpvCy69lx+N/Rlm2iPqGq/AndXBzmzQJln6JumZ1t/1rzYzTT+eFDz+kwenk082VNEXBpaTEyc0fxdk3evjgyZVEatPY/GUMKNqn7TfREwtL03CQw62i2roP5zcMg0jCEjg9EUQAcsQSnPbU5HbLYrEyTFNHlh3Y7T0UQK2oidagmZaQr4/Xk+XpWvRUhC1rTqY7c59CrfeF+pg1TO23d501V5Ik7IqdhpD1eOGXU1Absya7kuzdihUAm0MhM79nli6BoCOEYOmGxy8ex09fWcnXO2ubc7BINrlZrHgUmdPT/Zzgc3H11paMqfd9tZbzZL2dWGlibV0OQ5MfQpIkypT/McTxBQH9AyoS/anU8zGMjlNMpw7+qOX9D2tIrrUu4rX4eEGeRrU9AMxFqjQpK3/TalgGJd47GBrPIyfR9snO1qs35/75t9aHM08l9NVS9NpaAp9uB7Ufph7HNDsOP94bwzDY/upKMnAQlQ1Ou/0ibI6On4S3vPYa+rtrCKWkMP6Pn7ZdeFHbj6amNfsCbDuuMffEWY/CykegeissexreurplhUvfgVgQnjnFEiRvXwc/eKq9E+3yZ61Xh69FrOxNch9r2htJgrT+SGn90WIqqkMDs2eOowCy203Ba68S27yZqsefYMfiRWzOtcJZS162QmWT0jJoqG6Jrpn58xs63NZZ06Zx94v/xl9byVuffsKl55zTZnkoFMbV6MMT6mG+kCbyp07l9MfuZLOZTmluDvRSGTA4m+OOs5J/ZecP4ILfZzL/zT9TXxnD1N0keSZhV3qTiOtoMZ1E3ECL62hxvdHx1vrcZGnLGeDH5uhegITqrd96T/1dwmXhZl9Wb1b36xiGgRy1xJ4jrX3l6FjMGpZz2LOQpH23Dmys3tj8/pYFt/DmWW922b4yYp37DNe+i6Oe0mRh8Tl69rvYtLUIskGvsBP3WL/37asq0XUDRVhMBAcZIVi6YdaqbWzuZYNe7S9gACHd4JXyWt6oqMUlS0QM6yr8aW4+Y9J7dhHI1i+gjgvoZ4djkmbxRO9zuWTnpywNXkBIT6UsMYSE6WKs5zXk/u8TbDxtzlahBZ8xmWosZ09Zc5C2vW3m3DElJ3G60vJkbkQDBGJLsTtrKL17M5m/+hWK349nojVmnqieR2QtSIqd6n++T8bVXVuAQrUNbP7Hl2TWNfpQzMjsVKwAhLYV4gS0borFAUiqipKUhOxqGW6RCqbAtpctwbLn65bG5/yjxW/l3OfgxXNh7auW6DixrWNpM6n7n85bryi2xApgG3ncPq0rSRLOIUPI+/ujLD7RSs+v6AZpAwZSV1baRqx0VclYkWWSJh0LH77OjoXzYC/B8ukddzJoy0YiDge9fn/HPvVxxxM34lxVwkhpD8deOp3c065t18bl9jHj3JtYv+FGqqvfAF5gQP9byM//OboewzQ1VLXtEItpmugJAy1u4HD37DLU5L/SU2tJ3VYr5449HqDo+EkgKUg2J9icSHYXssOF5HAhOV3ILjemomIGFNTcsVSEVhEoyUZRPSiyC1l2UF1jJYK0Ozq+FnTHu9vfbX5/wZDuq143WVgy3AdPsDRbWBw9q0sUVOsAcMeTWPuZlc3bn+FCPkgWIIGgNUKwdMPmkDUcoUqQ1ZgLQZYkFAn6uhx8XtOAgZXGQdsrg2lXnNrrig6tFm+mXss/8k7gut0vc6L/sXbLt9W6CXpVvEGNUNRPGpZ/xUg2shorbDMp0D5cuCSpkFOuv4PVz8/B9sbLOHasQjF1dKAOSOzZQ59//rNlhZMdaEvWoHqOIrrFRnhtIe4RHTtVFi/eQvTdXWQabgxMQsNtDD3uqC6PP1a804pqyum86u/emPGW0HDJ6YKzHoMtcyxrl6xA/jTIaBVxM+BEmPWIZWFZ+DdLyIy9pGX5Mb+x5rv3v6JwYu3nKEAiasOW1v5YTNMEw0BSOrcgaLEYxenWDWPC8TM56rwLiYdDbF/5NcHaamwOJ0fP+mGn6wOcdcqpvP3RGyTt2cG6HTs4qq8lwlYt+ZoBH1mlGWr/dD8n9tDhFqBi/otEH/8QCQnb5cd0KFaasNmSGTXyaQoL/8LO4n+yrfD/2LX7OQwjjq4HGTf2ZXy+kc3tJUlCbfRp6SlNFhZ3DwVLYLd1Q3U0OY6aOmY8BPEQZqjzSOJE+Ur2FHee9n5//FcAUp0tvzO/w8/C3Qtx29y4VXebV5fqQpbkZh+WTNf+CaSe0NMhIbAcdHemrwUgJZJDVl8fuQOTGTOjz0FJ+icQ7I0QLN0gYVmuV0weTqajJY/JR5X1/HTdjk7XO3HjNk6rTqXaqCHLmcQWI0C5Uybu8XNs1o/w2dtnswR4fezF9AsXdrrdAWMeZcDIH/Ob1x7mvxOOA+DubY9x1Z5XGcca1odnYo+3vQHXOyspSl3D5f+5nheu/Cfr+4TZ8cgmorEQQxtLHoUWLCRSU4MrNZW58yxhIs1U6P/x3SiePKqf30Gw9wbSrz0NWVWoL69l/utz2Fq+gwF6NqOMAhqUKL4f9mfo2M4zWMZ1nc927uGDtDycp/+QH6T2PFLADNY1v5dUBZILYOJVHTduKLecZte+0jJvyey2gqXBMvGz8V149acw8nxL5Cg9T9JlbLesO5qZQtNaWmUl1U//i+iGDUTWr0cC8mbPbrZe7c2q//2n+f3iBZ+yeEHLEJkkydicDtbN/wSb09mqzpAT1dFUd8iJzelAd3mQw0FeePc9hv7wAuyJOKN/ejEAtTm9mDZ0IImSEisLq9uNZO/cArZr/iPU/3Y2iiFhTM2i/2/+0e13IUkyAwbcgqr62L7jYWKxsuZlZeXvtBEs+0O40Ycl2hCnaG0Vbp8d1a4gKxKyIqEoMooq43CrSLJEQ1kA8OLxKgz4/Au0ugaMugbrtSGI0RBEbwhhBIMYwRCxHVuIrlyAkRQhM/M0K/+KFkY3IhhGDF2z/Ddyss/er/6nOFqcv2/6/KYu27pUF5phWe4OBwtLWaiMh5c/jIbGqLTR3H/vNcJpVvCtIwRLNzQJlr1tJ6V7OdpmyUEa4jV4tWJOye7Pr8qq8E6ykzXiHlLPG0v8f4vod/fPkFypuPwx6OBeEfz4Np6/4yMU71BIuhd2LADVQcPu9WyKZxAyHOyoG8VlwH/Tjmte784B13Nq+RZOS6yC6DFUyxBq9fj4ycBnQYL6gBWGPXzmeXiOHseW/zsZdrd0pGjKVBI33QT5gAKmR2fXhIfp9dXPsHkHEyuxs+rm/7K7l8yawA40SQcJVqs7Wa/spt+A/vx4REu/AKIJjflFxXxaUsnycJxCm4uEosIJpwEwobaYjm/jHRBuqWMjNeyCSBnoCdBioMet9w2lsP4N67trTH+OpFhCZNqv225vzEWwe5nlnLv+TWtyp8MJd8D4y3rUJbPMqkkULg7R8Ne/EisqIvj5Aki0/D5MoPjSS8n49a+RvR6MhgaMUAg9GLQSjBVubf4nOj1eErEoumbdrEzTIB6JWHlY6vfee1uaBFNi2wZu2bKbB/7+QPOylNI9bD+j7bCeZLMhu90U9rHx74kRDFXGZarYNA1HRQjnNAWbw8RzQiZpi2/glLzxeOw+FMXTmKre3SZlfdP7goJryMu7mM8XtFhzIpFvXqivKblc0dpqitZWd9pOViQ8yQ4aqi1/FI9XxpaVii2ra0ta7SuvULZyAUkDxtD7qL9/4/7uzaz+s9gd3E11pJqwFiacCBPRIoQTYeuzFsZo/M1GtBZr4lHpXVsrvwnVYeuJ5cqPryRdlbHLMnZZaZxUHIpKzDDZ0FCH0XgVvGLk5UKsCA4JQrD0kCbBEtR0YoZJ31aFiR2hrzCqH8PT2O7DCjjdbTI9ugs2vop2ZxoDzGzKJl1GeMm/Cc+7CzkpF8dRP8bUY+jV20gUWk/VctNT75TrYcr11IbijPnjJy07+2ArXrcLuSSMkesG0+Trj4PAvZQCY1ql4bjH9yYlrlKqvLvJ1wbx8jXPALDo7uuZZv6H7JjKDixzc2yQVdjR8de/woDJGL9chqxoxHpVsf2sB8j78jd8qoWodAahAZAgU0mmb04+y/esQ0NnS+EW7vvzn+l9/AzWxg1WhONst7stgYIDnJYp36EliDWm8R8ytG2ZgC7Pgd5KhT19Iu0K3uxN3gQYeS4MPwc8HfjK5E+G676C0tWw5mXL1yVUCe//BgacBMldVH41DKjehk0vBiAeUKl7+l9tmqjZ2XgmTqD+bSszbOVDD3W4KS9wGpD9x3tI+fGPrc3remN9oag1RaNo8RiJaKt5MavmUFO7eDTKqpp65MEjOTXdz5dXXsvEGy0LlJqTgxkOY0QimHHLF8RMJNDr6/kyVWZjxl43oMxWn8s2AhspLJ/LGcntI+L2RpadKErbfDBZmad3u153jJmZjyRLhOpjhANxIg0JtISOoZvNk2lYrw3VLX/QlPSeWcy0MsvipmYdnAysud5c/jj1j50uN02TmB5rFjNhLYxbdZOXtB8JFHuAaRpkyhHqGosqVGlNKXc7Lh4yPKU/Px15Ncf3ObRFFwVHLkKwdIFhms3j3DHD4Nk9Vfxh6x7ie/mqeOqsxGNJqpcGzbJiXJ8jsbZxxEiVqlGlatLzfOz2ZmMEyzAaSogsfqTNdvq99247M/3cTRXt+vXb19ZgA8ziEFmqTIfmGiDbqbM4dR3jOYZ7z/kDbqeTN175I0P/NxfOB3uyRviieoJhL9pJ1tOrc7WE7dUoa1+fDYAv3clR4+K8HfmIsNOJbEIyHo4eNZ6JZ01HVmROSpzBW2+9xfr16/m0/0i2xhr747IinRxagkFalKO9Dmb2yiLfYWfylnJkXad/3/xuz0MTpsu6kUiyieROtUKVFRsoDiuxm2oHmxv6HQ8jftQzZ1pJgtzR1jTjj/Cfs63IoqX/tDLdNhGqgl1fwZ7ljdNKiNU3f/Oamo17wlBsOTl4pk3Fd8opSDbrRpl29dUE3v+A6Nq1SA4Hsi8JxeO1EuJ5rVc1MwPvscc2705WFBxuN44OEsF1xQmtP4zoC6dtbNfGTCSs9PGNU8GO12DPC9hRucXzAwKhEurd1cQy3ES0CBWRAF/W7GZJ2MUFBRORzSiGHkHTQ+h6uHlq8goxjCiG0SIYMjNOJTv7zH06jo5IzfVwwiVDu2yjawah+hihujjbfv079Lp6Bp7evYMrQKKiSbAcPJ+RrpAkCafqxKk62/i7HCw0LcBVGVGqNIlBQx8kpkeJJIJEEmGiWoioFiaihdlV9g7pqslxvXMZVXBK9xsWCA4SQrB0QdxoESZ3bSvhw6qObfKKbjm+NomV1mhSDqpZCoBHXczXg04nrcpOfnFxm3YpF1+MY0D7mjzJro6fDiVAqo9TBTyPyUWSA7mVjiqzVbM4ycq5cWzeSDY2rOeFr5+n/0srWXb0eD5IpBN12zlqxFy83pZsltFRJkMmXsKxU6xb35ZPPuG1+fOJO50kRSJcdOmlZA1rW5PFZrPx4x//mGOOOYaPv2zJ83GlXWNmXjZT8nJQWzmdzlu6EpDIqa/F4eyZAyWAaTTKR6cHbul5ArQeo6hw9BWWYNk2F2bcA9WF8MVDsPolMPZ68lSdkDMaBpxE7ztv6rD2EICjb18yrr/uwPd3P5FsNhS/H8Vv+S3kKaNhzwsMyziKc0/7fbv2mqFx6uunUhYuY5t6Mj8Z2b5onWmalp9Hs4Cx6u8gSfiSDsyQRjhcRCxeiU31Y7Mlo6pJyLKzjfO6osr40lz40lzUbbGy3JYuHoBtylS8KT6kTtIMAGjl1sOB7SBZWA434vFqFAl6uZIY36dzQRkMXslXS0+jqmoO0WgJTmfut9hLgaAFIVi6IGa0DEE0iZXT0v38eXBv/j2vkNUbqxm1I0Z5wTnMSWvJqZCu6dzvGgi/nY/qSWf77KvoV25ZYdS+JuuzhrNm5EjOeO895KQkhixb2mkfThqWxbzfTGf+5krSPHbW7K7jmS+KmpebwKZBPvpcbnmCVG7dwyfPvU9QbSCzoRfjgpPYsKuQtUu24Ev4WDuyleNjAoKBVBzOGDa1JRPtpuivaXj7Y1buHMDmmjqw28mIRLj4l7/El9v5xSo7O5ugz/JVGJaI8KfjJ3fYbv2qtTBwJElVNaz+YhUp6cmkpCfjSU5C7iKaxmz0G5LUg/izTWsUjRXr4U+Zlm9MExlDIG889BoPvcZZWXH3wUH3cCXJngRAVaQlo69pmjw+/3He2PkGTslJBRUgwesrXu9QsEiShKI4URQncOCtA9FYGUu+OgXTbDsk5fEMYsLR7yDLLedhR1WI2XO30OSFJL/xMrvfeNnqp8uF3DS53UhuK6RZdrkILVwIHLwhocONeNzyA7J3EgDQhNfbkqNo0+Y/MHrU0we1XwJBZwjB0gWeDm6et/TLId2u8ttTBhOfrmF3qWAexy/e2I20cxG9A+U04GYDtaz/8iOUr94lWfuaOpJwEmPy4iWESlqSwg2Y81G7fexNvwwv/TIsB8Kj+6aS0E02lQVYVmRZRm4+ueWC8uJrL1OrBsCEgU3hzXvFb/aKR9hjt3KauL31bcRKE3uSPiTzKHDUZ7JnzRSuvP1OHL6u88o0xOJUNN7Az0vtfCjjo3rLFLTVkctZ7+6Bxko3qq7h0yJ49Rj9g9XctOtLnE4nssuL7PHSVNFIknseCrvPpPS16hBF61vEyoAZMP1m6N1j9+DvFB/usJLKjUgf0TzvshcvY7m2HPYySOzSd1EVqCLd133+nM5YW7mWikgFHpsHj+qhMlJJhiuDAn8BXpu3w3D/YMPGZrFis6WSSFgO2KHQFtZvuBG3ux+K7ERRPby1ooEvttpJ6TeNGcVfYzM07I3WMTMSQY9E6CrFXyQpGZumY1fkg5Zh9mBQXvEBxcX/QpJUFNmJrDhRFFejT5GzMZ+M9V5WXIRDVjSizda9wLTbM4nHKxorqQsEhwYhWPYBlyzhaeUdb3c1fn2SRJ8fWg6tbHibF16ZQzmZ8MU2YGjj1Nh0moHZyix94dNPM/Dmltox3dEr2cUfz+7cxF7bWKywK5rECoDL1dK+SpP40QmbWPvC2VT3sXwf/P4KHEd/woaKXzI6Kan5Ah6MxFi0ZisnjB2C3WZ9D4+tsiJm/LEwlx3T+c29pG9j2HRYIyUepEF1oskqmqJSoyRRQxLF7nR+sP4DBuza02590ziIVg2HF36xykrJ706zJvu++ZF8l6iOVPP+ditPy4XDWspPrEys7NCpOaJGeGXTK1w7ofOcLF2xvW47P/mgvYWmCVmS8dg8eG1evHav9WrzMkSpYDiQlDyVCWOfR9ejfPa5VTywouKDNtsY6YWRU+CplLuYfsr9/OXTrazcVs4Fw9O4/aS+VrmHRgdkK4NymEQoxEsvz2eRry9LXioGiq1aYnYFj13F7VBw2xXcdhVP46vPpfLTKX0ZnJ3Uo2NPxGNISCg9KeK5HxTvfIpAw5p9Xq++fnm3bfLyLmL79gfJytq3EiICwYFECJYuUCTo5bCxJ5bgyrx0rszLIM/ZTdG1YWcx3P4s5fEWxz2nGSVu2DAUpY1YAfhvOMwJCxYwePBgsr6hKXrtwuLuG7XCZotgs7UMefQf/FcUVWXkJe8QKlrJZ1tuxm0vAkzefuFf/E9yIdk9RKMRfERQJJMlH4KW3Iew28uLA62kbWe6ZOxdDNvUeSzB9MtJffnttcdhmibBhjC1VXVUVtbzwzctb+W+515JSiKI3tCAEQySKKlGr2/AOaTjoaYDhjv1GyWT+y7x6pZXSRgJRqaPZFRGSxiyIXWWVg0SaveRQp2xpXYLAB6bh2x3NrWxWmqiLeHqhmnQEG+gId5A66qYXl+c4X4oCgeYACiKk9Gjn6O+brmVJ0WPouthND1EZaVltfzViXlM6p/OHW+uI67YmD5pEPa8jv9j2yuD/HVV2xpMmmHSENVoiHYcNQMQjus8cv6Ybo97x8qveesvf8LQNWRFsXLqOF3Yna7mPDrWqwubw4HudLMgow8pAwaT7PbgVuS2kyzjIE6+UoNDdSLLdkJhq/Jy//4343BkYegRdCNqfTdN35FhOUzreoSKyg+77XcTqmpZVzWt+wcigeBgIQRLF0iSxKKJQzEB9z7kHTj2d2+y8cnZlDaGSUYlJympfqKBeiRDR0skiNtbhoXmzZvHvHnzuPbaa8nM3L8IhVB9jLkvr4QuLPVVthFszJc4Zpv1FOZyt1x8yjUXJ+afDYAsywT86SiKVRtpy/ajAQm3GYVYFNdeD4dqXTGeehkaBUtyJxaJqK6zIRgl4rSGdMZnWE+mkiSR5POQ5PNgKB5gB3Zg6C/ORbG1fO+RTTVUP7seW6+DU7n2SGRO0RwAzh9yfvO8aDTaWXNuGHMDFw+7eL/3VxaykslNz5vO/x37f83zTdMkokUIJUIEE0GC8SANiQbrczyIb5eVaM0htQzmpKVOIy11WpvtR+KRZsGyfOtcttbksb3KUj790jv/3ZTWW8fcP8PDnF8dSzihE47phOIakbhOKKYRjuuE49a899aUsmBLJW57zy6hRWtWYuiW8DF0nVgoRCy0d53yFlYMn8jcgglQWk9XCXhGmiu5hbYFTTMzTsHt7j767rPPR6HrQez27q85gcAqAByOnmemFggONEKwdINrPxMkXfmzn/PUU09RXV1NIpGgtr7xoiMp0Ek68q5uFN1RUxYk4rGGTyTdjr92OBISuhJBNhwompu61NXs8rQMBylyy5PjjHFtC7F9+tUfyXPGKQkP5IrLnqC0qoZ5S9cRSWgU5GaCaVJaWU0snkDXDYrCrZx2VQezlm9hZUMYuyShSBJh3WjrN2CaTMxun11z5y7re8qWlTZiBcCMN/qw2PbvnAjaUh4qZ1vdNgBWVKxgW9026mP1XD/mem4ecDN/3vbnNu1/NfZXXDHiim+0z9KQFTGX42l745MkyUpPb3OTQfvMrnMbBYs3toE1a65GVZNQVR82WzI2WwqK4sFm8xOMtVgMh3j+x39XJgArXDzb33FBUYA9dVaittxkF6oi41NkfM7Ohx5XFtcBkOXrWZRbsMZycJ12/iUMm34CiaiVWyceCbfKoxNpzrMzv8h62CnQIoztlUtY1wnrRvNUHY9SnoBKMpFlB4YRB0y83mE9juJRFCe6HiQ1xbJY6nqY0rK30BJ1+PxjSPaPIxwuYmfxPygrewuAjPQTe7RtgeBgIATLQUJRFK6++mpM0yQQCLB+5Qq+ePdNEpEIhtON5ktpt05Gxv6n4K4O7ybmssIyTSVOtPfnJO04A1WznipXF9hZnP0CjoDB8NQT2Rq00Se/Zbw7HJxPlVlCevp0lm9dTJ5zPgBDBt2Oz+PE58llcH7nF8JHVhdDjWXa/yTYkqXTqq/UvsaSrJu4be2F266yBgByO7hZNAkWuQeVfQXdszu4u/n9a1tea37/+tbXuXHcjZze7/Rm/5ahqUN7VLCvOzoTLPtCZdUn3TdqJKI5yfU7+dG4PJwd/N6a+1VnPSz0SnZ12qY1FQGrfZavcxHUmibBkpKTS1JqDwp+vm597zOI88dh7a0lz29dwM27faQqCY6fvgHTNDFNDUlSe+wfozWWGnA4ewGwbv2vqKqa22n7vgW/ICVlSo+2LRAcDIRgOchIkoTf72fKccczftIk5jzxMFu++oJ4OINYdj5pqSn0HzCQKVOm4HL17GLZEdk5bcfmoxEf5Sd9xRfaidioYHjpesZXjqXcXc76mmQyMnaQlNQSxrqt0DLPT5o0jw2b/0iuG/ZEj+XEQcf0aP8/6JvB/TU17eZn2FRmZSYz2O1kRJKLx1cX874eg5oYA3/3JuNyq3nx2suRG317CldaT5ZZ0fY+FGbcmiftQ8E8QeeMTB/JrRNupSRYgonJ/OL5zSLmweUPNrf7+cifc93o65Clb27ZahoSyvZkd9nOMAzOfPkGdsYXkBrqTdDror/DQKo4E5cELjVK3zSTEwc5sckBNC2IpgXQ9Ujzq83m599X3YDDkdbtTbyk0cKS4+/Zf7CsWbD00MJSawkWb2rXIcRN1EjWbzzH3bEg2la1HDieMt3DuuptDEvp1ya0uycYhlWbqarqU8Lhwmax4nBko+tRNK0OSbKTlnYsBQXX4vf1vHCmQHAwEILlW8TudDHrxtsO+Hbj8Tiff/55u/kpG0KcZrSOoMgnP2Q9rVVW9mXAwK9Q93Kg/ODLH5Prriam2xiUf32P+3DLvM3QOMLzu8x0fjG843TiRZE42EEKaSQMO0t259Dvd5bzX4ozRK1uFUPMNiTqdqwluW9LqK0hhoQOKDbFxoVDWyKDbj76ZqoiVTy0/CHKQ+UMSBnACb1PYELOgQvn7olgWVdWzAVzWlL513h2gSmxLaxQs2cqVqy1yb8G/ZK6alClkUyY9BguV6/97tcXhZZ4z+li2Kg15QHrZp+Z1H170zAINor5ngqWgGI59+cmdex3UxGpAgmqpQxOWhME1pArVfK7Pi5+1G9ah+u06ZPZlIbfCg0PhbY0Lxs+/GGS/eNJJGpRVQ+y3PPkjgLBwUQIlu8BmzZtYuPG9inYDaPr03uH8gC7pAIALjH/xcl8QKpsPQl+VHUy78wtA95niFrPy7eejd/bsTNtQ0JjnksHFOSSMNdO73zoaGsoBnY7UrB95EVttKVy83AUgv+oI+D9mF63HItic7b4sIghoYNGuiude6fde1C2HdWi1Mas3EE53s6HhB5b9mq7eceFwowK2fkTMrJpMMAsal6mmWv4eMFznHXy7/a7b7trLQvLjurOHWGbSOgG1SFLsHTlF9NEpCFgOdxKEp7k7qPPTNMk4LD+a31SrKeA+W9/wLtfLsXtdpMyfDha0sh2FTlKzAxeXbyAMR++iuL0ILtcpB9/Hs6MvsiqjWjVLmI1e1DdPkw7VskgFYYMuQ/T0NCNCHZ7On7fGCRJwm4/MiLlBN8d9kmwzJ49m9mzZ1NUVATA8OHD+cMf/sCpp54KQGFhITfddBOLFi0iFotxyimn8Pe//73bcN3HH3+cv/zlL5SVlTFq1Cj+/ve/M2HC9zNJ18Fg8ODBjB8/nq+//rrH69T5Uvjf+HHUxyN8URemNHYRe8wRBMo+JKFIvJ11PqYngBzS2KT5ee6dRfziJzM73NbK8oDlSGyarDlnPGoX6c9VV4I4dm6PPUeaWsMouZAcqYa39Kl8aEwgYHrI9YdIblAx9bGYQSe77/kMvXcVyRnjADEk9F2lNFjKLa/qjCgy2fTIJOIOhbhTQXOq6E47hsuO4XIyMFZMnh2idonrG2pxqgaq02BTRh9eWHAfsmGgylHKjvHjdteDKVPxaQGJkwxs++Ekb7aqDTb7s0IWbKkkyamS5LSR5FTxOW34Wn02AdMEVZZIdXeT5gBoaPRfcfv8KD3I0hwIBYk5LCHUJ9XydbsxrlB6ytndrttnVRXxdz9u/hy658VO2+ZiJ3yiSq/Hz+t2uwLB4cA+CZa8vDweeOABBg4ciGmaPPfcc5x11lmsXLmSgoICZs6cyahRo5g3z6rh8fvf/55Zs2axZMmSZh+FvXn55Ze58cYbefLJJ5k4cSIPP/wwJ598Mps3b97vEN8jDYfDwRlnnMFpp51GJBIhFAoRDocJhUJUV1ezZ88eioqKiMVizetIHi8D/FY14nHNvr4T+b+KITwkWTkX+viL2D2wAEz4S0mYmTUhhqR62uy7qiHGNWuKwCWDJLGuKsixvVOQO/AZqInECDut9S+IfUKy2lJ76RL1Ey6h0ZkyCtggIGcxMvEQJIDtKbB9OydLO7hr6zMkx1wgK1bUlazCsqesdYecAf7eVmHE8ZdBSkGX392GkgBvrtyNJEnYFAlVlrGrMjZFQpYkdtWEMYFbTx3S4xBWQcekxe2M22aJA7tmQljDesyP0TrpSktFLZNaWiLJHCN03ps5o2WDrfKdJZw7eeyJ2aT6vDidTpKSkpg6dSp+f/tItI4Ykp3EpkaH7/UlPcs1kpnkQJa7d3Btcrjt6XDQzipr+EjRNdLcbjTDoDzV+pPOXLIAU5L4ZGJb37KcqnKOrd3GWbE1GJMyMLdWo1R3nEvHlEwk0+q3a3PPhsAEgsOBfboCz5rVNsvhvffey+zZs1myZEnzTXHlypX4GlO4P/fcc6SkpDBv3jxOOumkDrf54IMP8rOf/YzLLrMqfzz55JO8//77PPPMM9x66637c0xHLLIs4/F48Hg87ZbF43HWrl3Lux9+CJrGepefBTUNHJvaNkvnI7SsWzyiJUOvke3iuNVbSdlRy7TKBDm7ZdJ0mSWDnVSPbBkqOr+wmJ9uruSBGYPZm52VVkK4jHgNW4fdhBGs4qji/+LRrGGCHWYWyWqYFN26cfiUcvpqpdSYSfSSqrhWfZuNRj6/Lh3KSzWdDFtseq/lfbQeZj3c5Xd2z3vrWbK9vbPw3pw2IodJ/Xp2wxF0jK2iDgApLQXlkT8SaaghFqgj3lBPItRAItiAHgpiBINU79rIyEAdaTGTUK0HI2RQQedDjTYlRn11JfXVlc3z3G43xx13XLf9kiSJt6+fys7qMA3RBIHGZHGBSKIxcdzerxqhuMb5R/fu0XFvXGhF3FXsKGTz4kXYHA5sDgeqozFZnMPZOM+JardTXGeF9vuiYSRJ4h8rF2LIPmyJODc//yS2pCT+tGUVu2rraKitxxmP0cfnpd+HHyBJLUU2DcNAD9ehhWrQgnXosRC+wVNAUqh/41XK7rgLT6/hPToGgeBwYL8fGXVd59VXXyUUCjF58mQKCwuRJAmHo8VBy+l0IssyixYt6lCwxONxli9fzm23tTiiyrLMSSedxOLFizvddywWa2MtCARE9sXusNvtjBs3jvwhQ7nl869Yb/dx9YYi5o4bRI7LOmemafInt87vop0PuQRsdqIlcbISlsWsX3mC5SGdgKdlnWfVCJ+99jW/6ZvN6cOzcTutn9m28iIgmwF6LUf/4NeNrVuER9+mN3e1PBXPd/ymzf7PUL5ioX4UnHSXVT3Z0K1p4V/BNGDEubD+DWuZ1n1emybfhXPG9CLZbSOhGyQ0k4RuENMN3l9jheH2NNxV0DmJEitPkDOvDwXje57PY8lZZ+HfvIXUscfwsxkn8dR777Vrc/nllxONRolGo7zxxhsA+xR151AVBmX1LMX+vrLt6yXN7997+IFu22/tPwJmnIdfi3PnugX8o956AEwN1CNhkv+/F3H2708+EPziC3ZffQ3xmiqCn3+OLTsbo6EBW69e2HJzkb2p2LypsNeovNFg/e7V9P2vCSUQfNvss2BZu3YtkydPJhqN4vV6efPNNxk2bBgZGRl4PB5uueUW7rvvPkzT5NZbb0XXdUpLSzvcVlVVFbqut/NxycrKYtOmTZ324f777+fuu+/e164LgHSPmydOmc7pSzexLhJnzJKNnFBezWe6C+wyXlWB5I7XTaoOcp5qsEtpHLMBeoXhgQo7xrg0/HaVK3btIW6TKEpTuSFQxQ2LreiLUfUmAbcLbDBAr8fQEsjq/tUEGjciC6b9uu3ME25vdZADYf69oHZt7jZNk4rGaI8bZwyi914FG3dWh5oFS64QLN+YRImVOdnWq2eJzZqQay0LnKt3Hr3Gj+dXmR4eeeZ/5EpVeAZPJylvMH369Gluv2jRIioqKkhNPTycRk/46VV88tRjAOQNPYpELNqcLE6LxUjEYmjxlgewBqf1O9ydlMI/KlseBI7/6kU+PL8vN/Xv3zzPO3UqSTNOIvDBh+y++po2+/VMm0bu/fehdpDfSauyLFFCsAi+S+yzYBk8eDCrVq2ivr6e1157jUsvvZTPP/+cYcOG8eqrr3LNNdfw6KOPIssyF1xwAWPHju3Uf2V/ue2227jxxhubPwcCAXr37pl5VgAOWeaWYAUXK8kAzMtqGerY21al7A6hbq7HI+t8fMM08jJSWOhfyZp3apFcMa596NQ27Vfk+fnn4iIetUXazF/tl2iKex5Utgj+dCMh3ERVL3Gbn4Q9BcOVCp5MMqb8Gs+XD3Xaf3ddreX12FlujUTjvrsRLPWRBHHdGufPSGofurmzuiV779aKBoZkd12tWtA1TYJFzdm3pHH2gDVE6M0vACC5z1DuvOueDtuapklto8BJSWmfnPFQMPKkUxh50ildtjENAy0eJxGL8pfiKuZWBdFaVSX3lz/AmqMruGHmU+3WTb3iCkJLl6FXVaGkpSF7PSSKdxFatIhdV19D/n+eR3a3FeN6leVXo6SLYU7Bd4d9Fix2u50BAyy3uHHjxrFs2TIeeeQR/vGPfzBz5kwKCwupqqpCVVWSk5PJzs6mX79+HW4rPT0dRVEoLy9vM7+8vJzs7M7zNDgcjjZDT4J9Z1pOBlc9+Sz/Ou3HGGETqTZGpm4wdmg2frtKlizxr/c3EY+BT47z6lVTyMuwbgAZvZKBWoyYimmabZJypSc5+N3MwfwOWLCzmk+2VZPmVFlXH+ZLM0iGXs4pVYuQMfEQwqOFQCuHCC0lUwpbdXTk+XDSnVC8BOp3wye/h5IVsG0uDOzYLwqt8WlV7fo3UtFgtfO7bB1mQfW5WixA17+4kk9vnN7l9tixAHYuBsUGTh84/OBIanyfBHYvOP3gSulcbH2PiaxcBYAtt+cWlngohKOxZIW/f8fXkdYEg0ESiQSSJJGcnLw/3TwkSLLcWBDRSaXStnbQqNq7uHDED/jhoB/isbX3T3MNH87Az+aDaSLZrN9sbNs2dl58CdH169lz883k/f3vbf6nWpVl+VTT9z+7tkDwbfONwx4Mw2jjTwKWEAGrqF9FRQVnnnlmh+s2+VXMnTuXs88+u3l7c+fO5frre560TLDvOPr35yeLP2NFpDdr0y0Tcy1QVricO66fwQXPLCEeU/BKcZ6/bByDe7cM2+X0SQN2IBkKoUAUbyfZQY/NT+PYfOsJzjAMnrhuLpKZRPz6jwimm0SqionX7kGrK8VoKKd8+zocWj0Zbpm8vDyYdA30O87a2FE/gOpCS7AALPgzFC+mo7T/7PzCeu3GwlLRnPyrY2FTHmjxgZk+qJsL+5zbYfFjXbdpQraBJwO8GZA2EKbcALmje7Zudyx/zoqYkmQreqp5Urr8XF6ns263BDmjkG12ZEVBUW2NryrxaATF6WFHRMU1cDRulwOnTcFpU3CpMlmGRLrPiWSXkewKkk1ul102unYtAPHC7T0+nLpCS71qioKni4eYJqqqqylKy8ae5OOz+jBJikxpLEG2w8YgjxO/qqAc5mLxtfLa5vdP99c4vfeb3WbqlfYKl3YMGEDe449T/NOfEvx0LhUPPEDyeedh79sXSZJaCRYxJCT47rBPguW2227j1FNPpU+fPjQ0NPDiiy/y2WefMWeOVfH13//+N0OHDiUjI4PFixfzy1/+kl//+tcMHtwSMXLiiSdyzjnnNAuSG2+8kUsvvZTx48czYcIEHn74YUKhUHPUkODgIDudpF1xOSe9ubhZsACsl5M5/ollgIJLSvCPC45i9MA+bdb1JSdhyHFkw075rhq8/u4zjFaX1SOZCiYmeQN64XA68Gb3b9Nm98KFfDR3LqMGjiLvnHPab2TNKy3vd31lTV3h6npIoKLBEiSZnaRX31reWNfI7+R3pw3tsE0zrcWKrxf0GgvRAMQC1ms8CLEGSITBSEBDiTWVroZ1r8Gws+D42yGjfXTVPrHpfShbu8+rzd0xitKoD9aVdNv289SprPGPbP58DQ4uxEHZXu0kW6N4aRQx7mNvw9RjRLfH2P3b/yHZJKuNQ0ZNj6KmOFC8XmSPB7nxNbB8BQCxJG+PhpbfK6vmo6MmAfDOmo6FkVeR8akKSapCkiLjiegMrdG4IWZHtivIThXJoSA7FWRHy3vJoSI7FCSnguy2IfUgpPmbMNLr4ow++/97cI8dQ/p111H50EPUPPc8Nc89D4DsdmNEmpxuxZCQ4LvDPgmWiooKLrnkEkpLS/H7/YwcOZI5c+YwY4aVG2Hz5s3cdttt1NTUUFBQwO23386vf93WObJpyKiJ8847j8rKSv7whz9QVlbG6NGj+eijj7pNNif45qRedhlDl6zrcJkDjYfP6sfUkQPbLZMkCcmhQcROxe5a+h/VvWDZs6Mx3NQWx+HsWCCEQlYuDq+343TkjL3EivxJRLofUnEmw6jzu2zSXXr1mpBVtuDM0b1Qurs53boLHmj0owrssYaAZv4JBs5o206LQagSghXWtO51WPsqbHgbNr4LI8+D427tNn9Mp5zxELx4LpQ3ntfRF8LAma0iqrSOp3++3mYzw6ZMxeFLxdA1tESChqpKitetBiDDJTMuP4VHdup7770NZsLATBjNKVaU1L5tlxtgxoAYRNd/RXT5vzrdlppVy8efDEHXHZimC9N0I0keZNmLoliVm+22ZFbU54NrBCmmTm+fl6q4RkmsbfmJoG4Q1A1oNf/zJDh1ZSW9Ih1Y7Fr3GZO5trWUqHU4vE5sNhuqqlJRUdHcpnfv3jidTvx+PzabjfWJ9ZACGSkZOFUnTsWJU3XiUBy4VBcOxdE8321z8/ro/iyoDXJl3je3fqRd9lO0qipq//Of5nlGY2V12e/H3qdPZ6sKBIcd+yRY/vWvzi8oAA888AAPPNB12F5TltzWXH/99WII6BAgO51Me+hekv9vPnVS24ydfzwpi5MnjexwvWhdHd5AKSFbf6qXb4VTjup2X+W7LDO36u44mRVY/gdAh3lkAPD3ghkHLjqsOwtLTWP69TRP99lMcfrg+Dtg/p+sz5Wb4L8/gss+gvzJLe1UB/jzrAlg8ClWxNP8e60cMqv/B2tfs8TZsb8F3z5WNfb3gss+hNcug22fwqoXIXsETLy6S5E3ujhO6Vst9ah6JRuMvPSqNm3uvuHXeCu2MnFob37+synsvnVh8zIdE8c1I8nq7beESly3poSBEbPeJypriG8pxIgkMKJxjKiGEXJjaj5svbJRk47DCAbRwyGMUAgjGEJrqANdIzLaQFEMFCUBBNkbw4BoDALOXwAwy17Kn8ef0aZNzDAIaDoNWtOrTkkoyi+3WeHWvaf1xqOZmDHd6nNUw9jrfTgQpEipBBPiDYl2/QDYtWtX8/ugGmRO7zlQ3elX346Lhl7EbRNu6fkKXSDZ7WTf/juyb/8dRiSC3tCAGY1iRCLYsrORO/uvCQSHISJ15xGOOzWZxX88kwtnz2dFqXWDvmFQkHNPOr1dW8Mw2PTss0SfeILc5AlsHdCf4mIvc275H1NvPAVvVudDMHXl1mO2y995jpcmwRIKhYjFYgfdsXpzY2bTziws1aE4AKk9ESwA038LBdNg5X9g1X+teS9fCDd347ORNQzO/y/sXg7z/gjb58PX/7K2cfSVMPVXlr9LT3H64IKX4YPfwPJn4aNbYctHcOqfOx1yMna2HV5LHTi6zedoLI6rwvIn8e6VPXZrssqQnwwju481X3Io0EG9J+fAFJjSdhiw9o2thJaWkTTjGPwzLmq3zubNd7F713/Izr2Q/ORzCIWqiEariUZriMVrSSTq0RL16HoDhhGkwmn5uQxLa//bccgyGXaZjFanc03AEh3+hEnuzPyOvpo27F63A16zhNpVV11FIpEgkUiwa9cuSktLSU5OJiUlhdraWmRZZnn1ckiAw3RwQr8TiGpRYnqMqBYlqkebP+8J7mneh03Zv3D/7pBdLuRvUBFeIDjUCMEiwGVXeOW645n90jtUbl1DvNxOZWUlGa3yN5StXEnR7Xfg374dF5BmLKe2ahBV6SPZWLqJ9b96nwHjTuTk636Cw9X+ZhGsiQN2fOmdXzCbnLe/+OILli9fzjXXXIPp9rCoNkh/twO3IpPfwbb3ly8LrcfeP763gc82V+Cxq7gdCl6HituusrHUEjQ9KXDXTP5kcKe2CJZwNWz+EAaf2vV6AHnj4JK3oGgRzP0j7Fpi+cYse9rycXGnw7ifQsag7relqHDGw5A2AObeA9s/g3/NgOuWQVL74db+My8gc8PfqYhZw3EVm1eTN6VFtP7trvtxNlb39fmsNjtVyNdAGZRMTp+epcDfG63OOudqcsfnNRYrAxn8vkHk5o7pclsfFL7L1mJrWO6hqmR+2oP9F9VYwyO92tfi7JD6SstSmK74yWkVnt2/f/8O22+ZvwWKIVvK5s/H/rnDNq9veZ27Ft8FwMTsidww+oaedUYgOMIQgkUAgKoqXHP+LJ57roZdu3bxn//8h5///OfYDIPVf7gT98cf4zcMdFkmPHMmI+++i3F+P+v/9S4ffWwVddm67HUKr5zLsOln0mvwQJKzU0nNScft87BMXkjh8LVICY2X/zMbj82Dz+bD7/CT7Ewm1ZVKIitBfVU9NsOGFtN49NFH+U/mJOI74iQGJKH39/HMUQWclpF8wI9/4daqTpf1Se24SnWnpA+CUx6wLBsA/zsf7qzreShzwTS4/CNrSGf+vVCyEta8bC0LlsOPuh6a3bG6kmXvF6HaZXRtMk7zKU4wb8ITraTm77OIHvd7MgeNQE3tbUULAa6xP+TCJ09iwZ+vY/nGOuZ/9CVDZ+3GlW4NXel7tgEQVZwcM8UqQhlyyhA06Le0iiWeQiad3PFNuyv0RsGidCJYojHLldfh6DpCaE+4DvvOX4Fk+eKUaza+qg0yMaUTf6hGioOW82me2bNcUfU1dQB47T37TVSELN+WZDW5w+U7AzubxQrAg8c/eNAsLALBdx0hWATNqKrK+eefzzPPPEN1VRVz7rmHvvPmk9Q4VFPfvz997/0TWaNHN68jO1rq8EiyG0OrY93c51k3t9WGJRs5zihaKMRXw2spNbDq3cVo746Q1/ZjdngRxfwCtbABvb+Py9cVUXb8aA4EG+85hS+2VRHTDGKaTiimEYrrhGMawZhOOK4xKCupXQbcbpEkGHtpi2ABy1nYtg/meEmyHHYHnGTld3nzaiuqKB7qcjXTMFn06lYCVa3LEvh4V72Nk1Pu5x/xE4l9vBw+Xo6NOOlKCJ8dfG47Pp+PpOFj0HZ+jRyLULF1PfmNgkVqDB8fe8VN+BstLKZLhaA1bKZ8vgf2UbCYptmtYIk1CRZn14JlVXURkb1SNKc7ur+8FUcTYIPePcy6HKi3UismuboWQk1URywrXqqj46y7H+z4oPn9hz/4EJ9dJCcUCDpDCBZBGzweD0ePHUv9XXfTp9F5MOL14rzuWiZcemm70NIdixcB0NeXysl/e4I5s//Lno1fo8WDGHoY0MFM4I0oDN3pY8j0WcSUOPXRegLxAA1aA0EtSMgIETWjRIkSl+KYknWDrHWXoPdJoO1jdtSe4LIrnDTsIEWjma0iaE64Y9/ESmskCfpNt0oPvH2dFVrTBSVb65rFyvjTCkjN9eB020AeTW3lOByfvkSs0dCTwE6pbqc0gpW4r1oHGiB/MBg623bsbvEX1i1fjyRPi7CY+NORLH16FcNqNfT9iPA1o5YzLoDiby9YDCNBPG5ZvrqzsAxPHcDrLdWoyHfa6e/ufihvl9YoWFw981MKBK1hwiRvz+oO1cQtQZ/h6tgHSZWsS/BxvY8jLymvwzYCgcBCCBZBO1K2bsPfKFbqZ85g1D334Ooga6hpmhSXl4Ai0W/8JDw+Lz+45SrgqublwdoA8+e+xtbX3iTqNLj99N92u/81lWu48IMLmz8nhvQGyRq6eGTIdyQMc36ratKfPQDz77eSxeWMAnea5efiTut4ciU3D9U0IzUKxW4ES3WJZYHpNzqDiWfulRl2SCq/mDyCfz36IqWBQlRUfnzSSAJVpQTqqgk0NBAIxykKuzFlhS837uAE02RrRRC7bomgtFb1eZLTXHhHpMOCMvJ0iff/u8bKq2KTUVQZ2aag2mQU1XqVVRlJMkitryTH58LULZEgu1Vke3sn3XB4O02JAe22rusCFXi8KJmXQSVMshXx1uSzu2zfxG5NAxTSN9cTyayxcq84VSvXSmMOltb5VhoilknQ5++ZJWS9th6AWmo7XH5s3rE8uvJRvtjzBQk9IYaDBIIuEIJF0I6USJhqwDb9WCY9+min7fa8+w4hRUIyTAb/8MftlkuSRFKqnwbqANBSeuYw+3HRx83vQ76zm8UKwJd1Qc7LOQRF7XYuho9usTLDulKtpHTuxldJsYZ8tCjocSunSrBVuQmj0aMzWAZb906v1hFS4/ZbiZhI49BbN4Il0mAN0bj9HVsMVFXhjB/O4Kl/F6KZGt5ekxg8LbNNm+qyUv4+eza6ovLofX9iyNDhyI37VdS2wqKoJkyThBy1tm1K+a6opaVOk1Zby+bxRyO7XEhuF7Lbg+xxUz+mEhr9bFe9eBaK4sHmTMYzcgJ2dzqqmoSielEVL6rqZVfEEmsb9FzOXrEVn6o0J4jzNSaJS7WppNpUUmwKqTaVEpclBLPLolQ/u77Dvkp2uTlpXDAUAhk+WvsZizd8jqooqKqCqqrYVBWbzYbNZsfusGO3t/ze64161lSuac654lAcOBUnNtkSKIZpoJs6NoRgEQg6QwgWQTukxoKAnm5qvqx78nFIspMaiuDqoiZJ1Z6dANh74Cy7J7iH5zY81/w56j2hzfJT0/cvGuUb8/UzVlbafSHvaBh2tuU8u31+y/yBM63w4nCNFUXUeorWA6YlUCI1UL217Ta7GVoKNwoWV1LnQxy98rPxqKmEtBoWzv2K86+c1bzMNEzKikuaLTq1CZ3Fa9bgUW2gxVH3SqD3tdPEh8ZwFLbnOEn47aAZoJtImomkG8iaiaKbqIaJETfw6CYZwQhKY+kEo24nRjCIEWzr0BT36c2CpSZnQ8uCok86PC6Z00EaRMCws6S+a1+fZlTrePqke7Almy25V6IaaJZ1x4wbmPE4RgM47C2XzHrdBF2DuIblkNUBjaNUS2uWtrEa7s2I9BE4uyklIRAc6QjBImiH7LWSSek1HZuxmyhDA+zkdhMxESqvxAH4u/BDSRgJ/rTkT7yx9Y3meSYKkhkGrPwuvynI4pQMPySi8NVs8GZbNYa6KXJ4QKjcZL0e+1srC224BiK1LZYPxWH1Q3WCYreStQ062fJB8eW2CBZPJpzzD8s60xF6wtpuR2ImHrSKQXaCoRvs3mSdM1961ze/YYOPYtn6BWzftRnDOL3ZN2nT0l28+tG7bdpKhoIj6efIpsRbD2xElzZhSGDKkGLClxg8M8zBG9dN6HKfmmHQZ/4qDFlmaa8ccvv3xQhGMONDMIKnYEYiGJEIRjiMEQqhh0LUVa0gYpai6UGie7ahJRqwjxiAnJeGpgXR9SCaZk0nG+9zlLSdzEF/IaHm0KDpBFpN9ZpOnaZTk9Cap4BmMDPNR59r2hdWNDWjTdI4LRTDff9rpNoS9J40FklRiSfiJOJx4okEWkIjoWvomo6mW9Po0sHs9O/Bn5lGXIsTiYaJm3GixNClFmvZWQPO6vK7EwgEQrAIOsA5xKqbE1q8GK22FjWlfUK4cHk5NV7raX/MH+7qcntGtfW0m9O78yiS17e83ixWcjw5/GjQj5hZcAqvVduRgGyHjZ80DQV9eDOsaLTCfHonTPgZjL+icxHwTTEMqGq0dIy6ANJajqOhshRHcgZ2Wxd/pYwhLe/Pmd11PxUbeDOtaR/ZtqKCQGUEp8dG/zFdr3/MjAksW7eQuBRk48rtDB9nVWCvCbUMWbmDfVA0D7ZEEgp2kMABlluJCTTfbxX0MN1SU1KG0SiM0tNSkBUZ2e8BPJDRsYUuhR82v9950cWEv/6a3L9ej39MR4kNNcBElns+rKIZZjurUROSavni4LG2V7mpmMqQlTzvzIsfQekmsihUV8uTV13MGNL5UcFNyFJbh3UdnZicwN4niYJBk3rcZ4HgSEUIFkE73EePxzFwILGtWym+4goyb/wNrqOGo7RyvJ3/+IOYkgSmScbY8Z1uS9c0HAEdkOjbd3in7bbVWXk+BqUM4vUzW+ra3NTat3Hje7DyBdjyYcu8YDnM+xMs+BuMuRAmXdtGUBwQ6neBFrGqLKcUkAhUE9hTSM1XLzOw6GkAzD/UInVWnK+htOX9ooeh73FWYrcDiGmarPjIGnobdWIetg4yzbbGl+wlzd2L6shulnyxrFmwTDx2LJ8stEJtw95iZkyeRf9BOYRDUYqKaykrrccp+di1Oogaa7EQ5PbqPmqmosqyRnnCIdxp+y4uE+WWX5Atp+OIIVne9++0M7HSEfWVLX5J3YkVgHB9HQB22dVOrAAoKGRO6o3/9L7tlgkEgvYIwSJoh6Qo5P7fAxRfcSWxDRvZdeWVAKhZWTgGD8I5aBCbNjc6KHaTDG3T9pXIpkRCMeidO6DTdk3Oh7neDvxmCufDx3e0FPQD8GbB1YusZYv/blUoXvY0LPsXDD4NplwPfSb3PFlbV9hclk+HkSC67L/YP7iBNAla17ndNuffDDz1io7X73e8NWSkx6B4sSV+lJ6FxfaUnWurqd4TwuZQOGp6z8Jjx4wZzadf7mZP1XYSCQ2bTUWSda6++gc89dRL6LqNLxd+zYq3CpDN1jfoQJsLR90QL+ceX9Dt/moNyyckOdoDc8xemIaBVmZZf9SsrkOcDxZNIqXXkGE9al+72hKQTqXtkKlreBqOgSm4hqZ2GM4tEAg6RggWQYc4hw2j72uvUvG3B4msWUNi92608nK08nJCCxbCqBYrxhv330n/8ZPoP24C3tS25erXbF4CQL0nQZq7pfpsVIuyrmodKytWsju4u3k46LNdn6EZGqqsQnUhLPxbS5p7gOHnQO4YK6GaNxNGnQcjz4WihfDlY7B1Dmx+35pyx8K0X8GQWdCZ9aMneDOtlPhfP4PzwxugAw2UuuR+6Eiw1O6Eje9YYgVg5r1WJecDzNcfFgFgcyo4PT0bEunTP8qo0By8SVV8NOc9FAUcDisz65SpUFeXxeZl5+I2228vQ5WY4m28fJTFcLu7v5RUBQKAh+R4Jw6qXaBVVmImEqAo2LL2fbjsQBCssXLCeFPSumlpESiyLDIOxfIJc/Tzk3z2AGyZ+5iIUCAQAEKwCLrA1qsXvR78GwB6MEhsy1ZiWzYT27KVo7asZ4seIW7o7Fi1nB2rlvPp048DMOGsH5E7eCiuJB/hHSUAxPwK84vns6pyFYtLFrO1diua2XEBl7geR13wV/js/paZw8+BY26CrOHtrSaSBH2PtabKzbD4cVj9EpSsgFcugcxhMOwcmHqD5RS7P1aX42+3IoU6+67Ofar9zLWvWRlqjVZVfSddve/77oL6+noKNxdRXLIDO6kk9Bjz31mKKetIpszwsQPJ7NXx8MvWnZfiawy6crsr2i1PTi5n2FHz2LPQqto96YIcRk4ZwCeffEpklQqBlsvH4x+tI22AEzURw11Xjd/nw+mw43I4cNkduBx2tlRVo/pspGg9LNzTikRjXiBbTg6S7dCE/jbUWFlrvWnp3bRspMAOX1gWFt9JfUg6sQ/SgbD4CQRHKEKwCHqE4vXiHjsG91grzjQbmGkYVO8upnD5Uha99Hxz26Vvv9Zu/XJnkF/M/0WbeemudMZkjmFQyiC8Ni+F9YWcP/h83DZ32zwmYOUf2fiu5Q9ScAzYOomCyRgMZz4KJ/welv4TlsyGig3W9Nm9YHNb27J7LAfak+/teDt74+n4JrU7aTLJs/6Ab9CUVn014YtHLIfgJtzpMO7Snu2rB0QiER5//PHmCte08osuWdHy/vPlH9LLP5D8gt44besJRRfh94/E5mgJe5a14/GnTwZMFCWZtOR8Nhda0UhJOevx9lpBfekwPl70Dut35rB9+3YmJAYBvZu3sVWHxwM653z4Pwbs3MxeZw+wLjY3IjM580x2rfnUiogyE4BmTbKBpJhIqoRkl5DsMt4pA0k6bjTRLVsAsOUdumywwWrLwrJ7w1q2fvUlqsOBze6wXh0OVHvTqx3V4SDcUAdA+vRB+E7qvhK0QCDoGiFYBPuNJMuk9ykgvU8BE885l/qKMnZtWMfuDWup2FFIPBohHGqg3giyJyfGwJSBDE8bzsSciYzLHEe2J7vzJ84T72xr0djwNvC29d6ZbDnXHvObjp1XTROqtljWFk86xBtaliUa/Se0KKx6seeCpQPMrKPIS8+GnXNg16fWfjFh11LY+UVLw59+AAVT93s/e7N69WrefPPNVh2RoLGUQUfsqd+KWfU2/fsvx+6GCEuItDJy9B94Nn36ntH8ORSobLN+6qBP2BU10RIRtm/fDsBGpRiv4kDDwa4kN0VqhJw6mX7FWxq7JBH0pyJrGrKmoegJ7Ik4JgaV0V309gy2/Ho6wDTAjAJRqH1jB+7xA6l/zXLEPlTDQQCxsBXtVr59G+88eF+P13P7DlHuIIHge4YQLIIDhj8zG39mNkcdd1K7Zb/f1425kuH2MqjZDjU7oLbIcrrdsQACe+Cz+6x558xuv+4jI6GuuOPtXj7HWvbGz6xU+fvCrEfg3V82f5TK17V1BO6IOypB7Vmdmq4wDIO1a9eyfft2Vq9uSWA3btw4zjjjDLasLeazuZ/TEAww65zTGXxUX+qqA8x9fxEbtq8iJaW07fY0J7IaJcl9DHn5J7dZVlLUsv14MIOytWeh2doOGTXIUeax1voQghMa87rJpiWcBhx/CmdfdV2bdd674z42b/0Sd7af1B9lowfCGA0R9GAUIxTDiMQxIxpGTCNRGkL29MfUNbaMb4lCsw/o3HH7YDPh7B+j2h0kYlESsRhaLEYi3vZV28s/R5JkcgcPPUQ9Fgi+XwjBIjh8sbksn5WsVuHQhg5rXoG3roHVL1pWlvRWNzFd61ysjLoA+kyCOssfYp9znYz7qTXpCcuZtnqblYm2fg9WYhKp0T9GavGrOQBiBaCoqKitVQX43e9+h91ubX/wyHwGj7ykzfLkNB8/vOQ0fshp7N49g3XrL8FmszLhGoxhxgkvtNuPaZr4UjPBGv2gdtvx+LOGcOa5P2Tp0qWsWbOGRKLFJyczM5PevXuTlZXFjh072L3xawBGTWlvUQrVW2HN/rxeuEcN7PJ4A/MLCcwpwQy3WHvkpCSSf/jDLtY6uPQeNoLew0Z02cY0DDQtYYmYWAzVbhcWFoHgACEEi+C7hazA6Atg3euw7RNY85JVDRksofLcmS1tf/Rvy6flw1vB4YXTH7LmBxuTo3n3s1KzYrNEUvoA4JT9PpR9IRKJAFY17YEDBzJ69OhmsdIT8vKOJidnHR9+9CNcrjWo6mK2bv2IgQNb+l9Xv5wNG24mEilqnmfE3WyoX8SG2Qua52VmZjJ+/HiGDx+Ox+Npnj9hwgRe2ryaPevXULt7F31HjG7Th4agJVh8Od1/72bMiurynz2TPrMvxwgGkT0eZNd+Vr3+lpBkGZvd8m1xHfhgMIHgiEYIFsF3k8GnWoJlwV8hUArla9vW+uk90UrbD/DTtqnmmx1691ewHELS09M5++yz92tdRVE49ZRX+GjOOTidG9m67Q6yskbj82UTi5WzevWVaFoAgFggl13rT6I0rjcajCSGDh3KhAkTyM/P79T3qGlISN0rksc0DIKNZQySe3VdowpAq7aqQ6upLmSnE9kp6uwIBEc6QrAIvpuMvtBybl3zEqzaa2gjdyxc9lHn6wYb/TH2I/39dx1FsTF1ypMsXzEdh6OWZV9PZfiw19hT8hc0LUBS0lGMGf0cNlsynA3RaJRAIIDH42ljTekILR6nZKtVcylv2FHN8w1dZ+OC99FNDRmZ8FcbYNygrrdV0yhY0oRQEQgEFkKwCL6b2Jzwg3/A2Etg3Wuw7g2I1lnLSlZYOVxOuL3jdZssLEmHJmPqoSY5OY/8Pg+ys/hGANZv+BEAiuJm+LAHLbHSiNPpxNlD68YXr7yA3ujf8tHTN6NrCSo2R9q0SbKnYStOo2zxXLInn9jptpoFS2r3+47HaygrewskCVXxoqheVMWLqnpRFDdK83vPfqXvFwgEhwfi3yv4blMw1ZrOeAiClVZ6/s8fgK+ehOk3W/4me3MEW1jq6+vZsWMHhdtfo1VpKFTVx6iRT+Hx7H8dpj2b1je/L10faLNMtutk5qYxTDkWDIh+HKJyQA1PraskYhi4ZRmXLONWZBwJA9MHLo9CfTSIY0+EkUluch02vIrVpvWQ1M7if1Jc3EHivg5QFA82WzJf7BnPgt3jSfMPwONQcNtVPHYFt6Px1a62zHcouGwKNj1KfooDm82G3W7HZrOhqqpIBicQfEsIwSL4/uDNsETKsqcgXA27voKCae3bfYd9WPYX0zSZP38+CxZYzrN5eZFmwdKv3430yj0fu71nKec746Qrr+E/t/wKAEk2cKUopPdNZfCk4xgy4YfYHT60SJDdf56HGknhmdc38+hgFzRVTTBoqQA9utG5dkcpeyMBHkXGqyh4VRk5NoYsrucy/klu2hQ0LYiuB9G0ELoeQteDGIYVHWV9DvHS+p9RE/VDeWW77XfFNNt2BijVLX2RJGw2W5vJ7XZz8sknk5vbva+OQCDoOUKwCL5fyAoMmGH5tqx9tb1gMQwIW86fuHuYYv17wEcffcRXX30FQK9evcjPn0xujsSgQcehKAcm9DqzYAAX/u0mVq/+OapLZ+SI2WRkzGzTRnV5cZ2SROJNqLJbFaWHhU2GyyoR07QmICqbxP0O1sVa8ppIWMHjJhDUDYK6AXGALLZIWfys/0RG95lCRxhGHE1rQNMCBEK7qf24DoC7Zw1Clm2E4jqhmEYophOOa4TiOuGYRiiuEY7rrNldD0AYJ4qioOs6YAnBeDxOPB5vs79169YJwSIQHGCEYBF8/xh5riVYlj8LWz+xagklZYEnE3y5WLc8wHlk5McIBAIsXboUgFmzZjFu3LiDtq/svOMIhC9m1+5nKdr5ZDvBApA18Xi2L3uROpuVi+UUl5ubTxjc7bZN0yRsGIQ0o1Gw6DRoGuev2kQCO7nenE7XlWU7dnsadnsaG8tCmFhDVpdMGdCjIZ2T732LzQ02Jowcwq0//hm6rpNIJNpN8+bNY/v27bgO8/BrgeC7iBAsgu8f/U+Aqb+CL/9uZcUN7GnfRnF0Xo/oe8ZXX32FaZr07t37oIqVJtRGp91AYHWnbbJ+NBX9U8uXaE+8BOhesEiShEdR8CgKTd5HleEKElgWooKknlk03lnVMszUU/+TQNwSuVl+q9KyoigoitKpQ3JSkkjCIhAcaIRgEXz/kCSYcTccexOUrLLS+4cqrIy0G96CSK2VUO47yM6dO3n33Xepq6sjOzubwYMHk5eXhyzL7drqus7SpUv54gurrtHkyZO/lT4qSvfWBU92Pif32sAH5PCW3cXt4Soy92OIbmeDJXqSCOK1dVybaG+2VkQAZZ/2E0xYwiYnxdtlu4YGq26VECwCwYFHCBbB9xdHEvQ9xpqaOPXPsGf5d06wbGmsVgywfPlyAAoLC/niiy9wu9307dsXXddpaGggFoshSRLhcJhQyCrYN3HiRIYNG/at9DUt9Vi2cT+K4sY0zU6tGD+efjIPL5zDDiOH+9Yv4OGjf7DP+9oVrgO8pMsN3TVtZlhmPV8WpTItv2cOt4ZhEDYsgdM7w9dl26bq2UKwCAQHHiFYBEcWqh3yvx1Lw4GktU/E2LFjycnJobi4mK1btxIOh1m/fn2n6x1//PGMb1VA8GDjdhcgSSq6HiYSKcLt7tthO1mW+W1vL9fuhFeC+fykfB0Tso7qsG1nFFavAI4lSS/r8ToVDZaDbO+U9lapjqgJhNEbQ5ny0pM7bZdIJJpLKAjBIhAceIRgEQi+A0yfPp3s7GwyMjLo1asXAEcffTS6rlNUVERFRQWyLOP3+3E6nZiNKfLz8vKw2TrIRXMQkWU7KSmTqalZyO7dLzBoUOe1uk/IGQw7SzBQuGpjBYvSdFyKjNxD35L6nQa/+bwWu5HHP955G8WWQLFrKDYd1W42TqA6ZGx2CdUhIW2DgoTM17tV/r5oHklOB8kuF8kuF6kuD2keL6kuD67GIaYtuyyfFxUdv7fj4S7TNJsdm7vybREIBPuPZDZd2b7DBAIB/H4/9fX1+Hxdm2wFAsHBp7p6IatW/xSQGTTo9+T1ughJkjFNg4aGdVRVf0Z19WfcGTiVFdLR7dafFljHayuvA6DIW0BMcZOwuUioHjSbG8PmRre5qShKkFyRzObI8Wj0zIeliee9UcrVLi5/UgJZTmCX4vya98mSqhmd6QTVgak4QLGD6kRSFCojMp/scRPHTnZ2NldfffU+9UUgOFLZl/u3sLAIBIIDTlraMeTmnkdJycts2XI3paVv4HYXUFu7hHi8xXdkIP1YQXvB8u81v21+XxAs6npnftAKvAw8+Syi0TDxSJR4NEY8EiMeTZCIaY2TgRaX2LMxE9mw4XCW4nHa0DQZXVfRDRVTt9PskGvaMHQbU+WNXGV/35pX3XEXCoB6pqJP/iVTpnScC0YgEHwzhGARCAQHhSGD/4TXM4hthX+loWEtDQ1rASs9fmrqVNLTjmda2nQecVgZh03TJGKY1CU03F8CVm421pzzMlo8iBYLYcRDGLEgZjwE8RAj179JElX0z0klf8iobvtkGAaPXv8xMvD0z05gUH5b/xrTNAnF49SEG6gOh6iJhAh88T/YATsdPozcWUhaDPQYaDF8oR2khrYCMHzWDeSMO/mAfX8CgaAtQrAIBIKDgiTJ9O79UzIyZrJr93NgmqSlTSc5eTyy3H74RpIkahMJxi3ewE+yJ/KJWsiMUJiLytYyeNqVeDwp7dapWvUJSbYqFGfP6kLVBQPYDCtvS056+3UkScLrcOB1OOiTYoVZL1tqRf5UZPbl6Euf2KsDW+Gx8SCr5Iw7tUd9EAgE+4cQLAKB4KDidOYycMBtPWr7RZ0lDj5RC61Xj5tPyp7ns7/dR/zG7aR4G0XLoodh+XN4FWt4afuqamLaO9icdlSXA9XlwpOTRdJeFpQ9lVYdqYQSI8nj6VGflFAVAIYno/3ChsYkdL5ePdqWQCDYf3oW19fI7NmzGTlyJD6fD5/Px+TJk/nwww+bl5eVlXHxxReTnZ2Nx+Nh7NixvP76611u86677kKSpDbTkCFD9u9oBALBd5qzMpO5olc69Rm3tJl/f1oKKX8tgLv8BCsL4dM7oXY7TtnKM7O9LIuPP/by/jt23n7Z5PVnwzx/fyF7Gos9NlFWaQmcuD3S4z7ZI7UAyEkdpP7f/bX12mtsj7cnEAj2j30SLHl5eTzwwAMsX76cr7/+mhNOOIGzzjqrOQfEJZdcwubNm3nnnXdYu3YtP/jBDzj33HNZuXJll9sdPnw4paWlzdOiRYv2/4gEAsF3Focsc++gPFbPOJ9J494l2T6BE0JhbquubW5T8sYNze/Duo8d0aPJ8AfITdpFpnsPKY5yFOKATENpVZvtz9+8EICAWtPjPrliVlI6295WFF2DFc9Z7zspuigQCA4c+zQkNGvWrDaf7733XmbPns2SJUsYPnw4X375JbNnz2bChAkA3HHHHTz00EMsX76cMWPGdN4JVSU7O3s/ui8QCL6PpNhU/j60D7MiN6Ns7UtaxV+alw0qtUoNICm4/7iLvsDeqelevfF5KsJ57C6M4vxoDqrDgepyoO+0E5JMqtUwe+prSXV7cNm6rlbti1vWGFdyQdsFVVugtghsbhhz4Tc6XoFA0D377cOi6zqvvvoqoVCouUbJlClTePnllzn99NNJTk7mlVdeIRqNctxxx3W5ra1bt5Kbm4vT6WTy5Mncf//99OnTp9P2sViMWKuy84FAYH8PQyAQHKY4FZmnjyrgnMQ5jE8Zz9dfnde2gal3uq6esJZtLs5mczGAAUQI20bwsj8KZn8+vP9Lq7GkIckJFFlDVnRURcemGqiKiU3WWZDQAEhK7d92J9E66zUpB+w984cRCAT7zz4NCQGsXbsWr9eLw+Hg6quv5s0332yuUfLKK6+QSCRIS0vD4XBw1VVX8eabbzJgwIBOtzdx4kSeffZZPvroI2bPns2OHTs45phjmouIdcT999+P3+9vnnr37r2vhyEQCL4D5LscvDN2INVSJqMmvU6JvQPH1w442vMSve0ryXHvIMNVQoqjHJ+tilJbB74rpoqpu9ASScSjyYRDadTXZ1Bdk0m0yosdA4Ck5IFt12toLAeg7lvCOoFAsH/sc6bbeDxOcXEx9fX1vPbaazz99NN8/vnnDBs2jBtuuIGlS5dy3333kZ6ezltvvcVDDz3EwoULGTFiRI+2X1dXR35+Pg8++CBXXHFFh206srD07t1bZLoVCL6nbNlWy/1vbiCzXufU0Lsc5/+nteCyDyF/L/+RcA38uXGQ6IYVkNZiGfnl737H28ZUbs9YxAXX30lNOEhtJExtJERdJEJ9NEIgFiMQjRGKx6F0F/cV306d6SX57j1t93OX33qdeA2c+sBBOnKB4PvNQc10a7fbmy0m48aNY9myZTzyyCPcfPPNPPbYY6xbt47hw4cDMGrUKBYuXMjjjz/Ok08+2aPtJycnM2jQILZt29ZpG4fDgcMhnmoEgiOFQQNSeOY3U9iyrJydH49E1xQUSYd/nwrH3wHTfwuGAetes6pxN5HS1rulBqsoYZotgdfhxOtw0qd9epdmNn35LhRDrZxCcusF61pFP04SafgFgm+DfR4S2hvDMIjFYoTDYWuDcttNKoqCYRg93l4wGKSwsJCcnA5CCAUCwRGLJEsMnpjNzN9fjHbFQszRjY6un90P1YWw6CF442fwVePDkWyDva5HNaYlWFL6dh4E0JpIjZVnJWhLbbtgy8ct71MK9vlYBALBvrNPFpbbbruNU089lT59+tDQ0MCLL77IZ599xpw5cxgyZAgDBgzgqquu4q9//StpaWm89dZbfPLJJ7z33nvN2zjxxBM555xzuP766wG46aabmDVrFvn5+ZSUlHDnnXeiKAoXXHDBgT1SgUDwvcHRZzj0eQJqizCLvqD6xrNx5bnwNBWmlhQYdEq79WqkZDAhNW9Qt/swTZNgtTUMFLWngWlaieK2fgLr37Aa/eCpA3REAoGgO/ZJsFRUVHDJJZdQWlqK3+9n5MiRzJkzhxkzZgDwwQcfcOuttzJr1iyCwSADBgzgueee47TTTmveRmFhIVVVLbkRdu/ezQUXXEB1dTUZGRlMmzaNJUuWkJHRM+c6gUBw5FIq5xJ4IxsjocFXDbh+bCM/bwTSVfPbtTW1BNWGFc2Tlt72+hJN6CwrquGLbdV8WVhFVUOMkvoot6qFHKPC0cF58H/5EK1vWWnwaTDixwf1+AQCQQv7JFj+9a9/dbl84MCB3Wa2LSoqavP5pZde2pcuCAQCQTM7yaOgX5jazV4AzinIZuWuFUTmfobrxOPatC0r2U4cK+dKQPbz+vLdbCgNsHZPPat21RHX2g9dB01ny4doPUgyZAyB4T+AKTeAJB20YxMIBG3Z5yihw5F98TIWCATfHwJ1tSQ9VMBZqbkU+RWuqavnmjorL1Pw2JsxHXG0XYtI2fQ1/zOO47b4zzvdVrbPydQB6UwdkEa618HXO2uZkKsyLrIYl8cPqX0htR/YXN/W4QkE33sOapSQQCAQHC74klMIHLeax+dsQiq1k2a/C+TVAHgX/LlN26jRElloV2RG9fYzPNfPsFwfY/uk0D/Dg9TKYnLsoKZho34H+zAEAkEPEIJFIBB8p0mano9ksxH4ZCdl3ERoyDUMKgxhSBJxu4wvqGFIcHzBAuz9ppObfSKTBw7EaVMOddcFAsE+IASLQCD4TiPJEknTeuGZkE1sez0Ngf+xc+gSlCQHTmcOmjOPpKThFNj8FBzqzgoEgv1GCBaBQPC9QLYruIak4uJYMjn2UHdHIBAcYL5x4jiBQCAQCASCg40QLAKBQCAQCA57hGARCAQCgUBw2CMEi0AgEAgEgsMeIVgEAoFAIBAc9gjBIhAIBAKB4LBHCBaBQCAQCASHPUKwCAQCgUAgOOwRgkUgEAgEAsFhjxAsAoFAIBAIDnuEYBEIBAKBQHDYIwSLQCAQCASCwx4hWAQCgUAgEBz2fC+qNZumCUAgEDjEPREIBAKBQNBTmu7bTffxrvheCJaGhgYAevfufYh7IhAIBAKBYF9paGjA7/d32UYyeyJrDnMMw6CkpISkpCQkSSIQCNC7d2927dqFz+c71N0TdIA4R4c/4hwd/ohzdHgjzk/3mKZJQ0MDubm5yHLXXirfCwuLLMvk5eW1m+/z+cSP5DBHnKPDH3GODn/EOTq8Eeena7qzrDQhnG4FAoFAIBAc9gjBIhAIBAKB4LDneylYHA4Hd955Jw6H41B3RdAJ4hwd/ohzdPgjztHhjTg/B5bvhdOtQCAQCASC7zffSwuLQCAQCASC7xdCsAgEAoFAIDjsEYJFIBAIBALBYY8QLAKBQCAQCA57vneCZcuWLZx11lmkp6fj8/mYNm0a8+fPb9NGkqR200svvXSIenzk0ZNz1ER1dTV5eXlIkkRdXd2329EjmO7OUXV1Naeccgq5ubk4HA569+7N9ddfL+p5fUt0d35Wr17NBRdcQO/evXG5XAwdOpRHHnnkEPb4yKMn17lf/OIXjBs3DofDwejRow9NR79DfO8EyxlnnIGmacybN4/ly5czatQozjjjDMrKytq0+/e//01paWnzdPbZZx+aDh+B9PQcAVxxxRWMHDnyEPTyyKa7cyTLMmeddRbvvPMOW7Zs4dlnn+XTTz/l6quvPsQ9PzLo7vwsX76czMxMXnjhBdavX8/tt9/ObbfdxmOPPXaIe37k0NPr3OWXX8555513iHr5HcP8HlFZWWkC5oIFC5rnBQIBEzA/+eST5nmA+eabbx6CHgp6eo5M0zSfeOIJc/r06ebcuXNNwKytrf2We3tksi/nqDWPPPKImZeX92108Yhmf8/Ptddeax5//PHfRhePePb1HN15553mqFGjvsUefjf5XllY0tLSGDx4MM8//zyhUAhN0/jHP/5BZmYm48aNa9P2uuuuIz09nQkTJvDMM8/0qLS14JvT03O0YcMG7rnnHp5//vluC2IJDiz78j9qoqSkhDfeeIPp06d/y7098tif8wNQX19Pamrqt9jTI5f9PUeCbjjUiulAs2vXLnPcuHGmJEmmoihmTk6OuWLFijZt7rnnHnPRokXmihUrzAceeMB0OBzmI488coh6fOTR3TmKRqPmyJEjzf/85z+maZrm/PnzhYXlW6Yn/yPTNM3zzz/fdLlcJmDOmjXLjEQih6C3Rx49PT9NfPHFF6aqquacOXO+xV4e2ezLORIWlp7xnXh0vfXWWzt0lG09bdq0CdM0ue6668jMzGThwoUsXbqUs88+m1mzZlFaWtq8vd///vdMnTqVMWPGcMstt3DzzTfzl7/85RAe4XefA3mObrvtNoYOHcpFF110iI/q+8WB/h8BPPTQQ6xYsYK3336bwsJCbrzxxkN0dN99Dsb5AVi3bh1nnXUWd955JzNnzjwER/b94WCdI0HP+E6k5q+srKS6urrLNv369WPhwoXMnDmT2traNqW8Bw4cyBVXXMGtt97a4brvv/8+Z5xxBtFoVNR82E8O5DkaPXo0a9euRZIkAEzTxDAMFEXh9ttv5+677z6ox/J95WD/jxYtWsQxxxxDSUkJOTk5B7TvRwIH4/xs2LCB448/niuvvJJ77733oPX9SOFg/Yfuuusu3nrrLVatWnUwuv29QT3UHegJGRkZZGRkdNsuHA4DtPN5kGUZwzA6XW/VqlWkpKQIsfINOJDn6PXXXycSiTQvW7ZsGZdffjkLFy6kf//+B7DXRxYH+3/UtCwWi32DXh65HOjzs379ek444QQuvfRSIVYOEAf7PyTomu+EYOkpkydPJiUlhUsvvZQ//OEPuFwunnrqKXbs2MHpp58OwLvvvkt5eTmTJk3C6XTyySefcN9993HTTTcd4t4fGfTkHO0tSqqqqgAYOnQoycnJ33aXjzh6co4++OADysvLOfroo/F6vaxfv57f/va3TJ06lYKCgkN7AN9zenJ+1q1bxwknnMDJJ5/MjTfe2BxKqyhKj264gm9GT84RwLZt2wgGg5SVlRGJRJotLMOGDcNutx+i3h/GHDr3mYPDsmXLzJkzZ5qpqalmUlKSOWnSJPODDz5oXv7hhx+ao0ePNr1er+nxeMxRo0aZTz75pKnr+iHs9ZFFd+dob4TT7bdPd+do3rx55uTJk02/3286nU5z4MCB5i233CLO0bdEd+fnzjvvNIF2U35+/qHr9BFGT65z06dP7/A87dix49B0+jDnO+HDIhAIBAKB4MjmOxElJBAIBAKB4MhGCBaBQCAQCASHPUKwCAQCgUAgOOwRgkUgEAgEAsFhjxAsAoFAIBAIDnuEYBEIBAKBQHDYIwSLQCAQCASCwx4hWAQCgUAgEBz2CMEiEAgEAoHgsEcIFoFAIBAIBIc9QrAIBAKBQCA47BGCRSAQCAQCwWHP/wP8suuPVwevkAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"refreshing the VTD = unitDems and Reps, legislative based on Trump2020 ...\")\n",
    "nElections = 5\n",
    "unitDems, unitReps = [list() for e in range(nElections) ], [list() for e in range(nElections) ]\n",
    "vtdVotesDF = pd.read_csv(\"./state_map_files/oh_5electionVTDvotes.csv\")\n",
    "DemCols = [\"Dems0\",\"Dems1\",\"Dems2\",\"Dems3\",\"Dems4\"]\n",
    "RepCols = [\"Reps0\",\"Reps1\",\"Reps2\",\"Reps3\",\"Reps4\"]\n",
    "mergedDF = pd.merge(tractPopFile , vtdVotesDF, on=\"GEOID20\")\n",
    "for e in range(nElections):\n",
    "    eDems, eReps = list(mergedDF[ DemCols[e] ]), list(mergedDF[ RepCols[e] ] )\n",
    "    unitDems[e], unitReps[e] = eDems.copy(), eReps.copy()\n",
    "\n",
    "print(\"Lets import the vtd - unit topology \")\n",
    "infile = \"./state_map_files/OH99muni-unitTopologies_03Nov24.csv\"\n",
    "topologyDF = pd.read_csv(infile)\n",
    "muniPop = topologyDF[\"unitPop\"]\n",
    "muniVTDlistString = topologyDF[\"unitVTDlist\"]\n",
    "muniCountyNo = topologyDF[\"unitCountyNo\"]\n",
    "muniCPx = topologyDF[\"centroid x\"]\n",
    "muniCPy = topologyDF[\"centroid y\"]\n",
    "nMunis = len(muniPop)\n",
    "muniVTDlist = [ast.literal_eval(muniVTDlistString[m]) for m in range(nMunis)]\n",
    "countyUnitList = [list() for c in range(nCounties)]\n",
    "for m in range(nMunis):\n",
    "    countyUnitList[muniCountyNo[m]].append(m)\n",
    "print(\"building the muni geometries, then plot the ones bigger than a single vtd ...\")\n",
    "muniGeom = [tractGeom[muniVTDlist[m][0]] for m in range(nMunis)]\n",
    "muniDems, muniReps = [0.]*nMunis, [0.]*nMunis\n",
    "for m in range(nMunis):\n",
    "    for v in muniVTDlist[m]:\n",
    "        muniGeom[m] = muniGeom[m].union(tractGeom[v])\n",
    "        muniDems[m] += unitDems[0][v]  #using TrumpBiden election here for muniLeans\n",
    "        muniReps[m] += unitReps[0][v]\n",
    "    if len(muniVTDlist[m]) > 1:\n",
    "        plotPoly(muniGeom[m])\n",
    "plt.show()\n",
    "muniLean = [muniReps[m] / (muniDems[m] + muniReps[m]) for m in range(nMunis) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "505a8010-2b1a-493e-8548-146abef4cfc3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weighted histogram of muniPop / legislative district\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scatterplot of muni Lean by muni Pop / LD\n"
     ]
    },
    {
     "data": {
      "image/png": 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/onvUwtvoiU3mqEagpcoWdOW6TMmxseAaEVEYMF1AcrC6AS0dDr2bYTir3/oEvaOtmJabgWe+n4sHt5QDkD+KIXXUIthKrVLqnYi5LgWD+0o+LxER6cN0Sa1dUwjhISU+dPFiY0tn95JecRTDluQ+LWNLivM7DRJo1AK4skInyto1jTMrbwAKBveVPYohNQ+I+UJEROHBdCMkytd+hN6Ng9NQfvoC7E1tXjt5tQm4Ms2hZBQjmFELuZv6SV2JY9bdnYmIwo3pApKCwX2x4Z0TgQ80gF1H7Jg5woY3P7aH7JquAYM4iiGV0lELJStlxHonvoI1JSt2iIhIP6abshk/qC+S46P1boZkoQxGRHuqlF1TyaiFmHPiObISaG8bf/VOlKzYISIifZkuIImyWrD2B8P1boahvfbhF4qKiwWq0mpB18iHOGohZVO/J3d+4rMtSnNdiIjIeEw3ZQN0dWS/mzcaD20t17sphnSp/TIOft6ACdemyXqfOGohtc6IlE397M3t2LDvBBYXDvH692qs2CEiIv2ZboRE9Nm5S3o3wdD++P5JRWXY5YxaSM05eX7vcb8b+gW7YoeIiPRnyhESh1PA79+r1rsZhvbPqjr8s6rOb3Kpwyng4OcNKK1uACCgYFAaxg/uK3nUQs4KGKlFzuSu1iEiImMwZUBysLoBrSyOJomvMuzFlbV45PUjuNB6pcz8hneqkRwfjbU/GI5puRkBV+iIOSeBpm0AaUXOuK8NEVH4MuWUTTgVR1PqqtgoxMdEBX0ez4JmQFfH/8CWcrdgRHShtRMP+Fkd48p1pYwU/qZ4lK7WISIiYzBlQFId4Zvr9U2IQfmK7+K5H41U5XxiQbNXDtTgjfIv8OgblQHf4291jKtpuRlY4iNh1ZOvKR45FWKJiMiYTBeQiHkPkcjyzZ+nv5+LmF5dP1o1RklEq3cdxZLXPvK58Z4re3M7ymoaJZ130eQhsCX6zifxXC7sSU6FWCIiMibTBSRlNY0472WqIRK4rmQRpzD0zJWRuoomymrBk7fmdAdUrvwVOXM4BZRWN+AfEqdjuK8NEZFxmS6pNRI7peTe0dh4+2iMH9S15NXhFPDI60ck7X9jAZCeGAvAgrpmdffMkbOKRlwu7JmUavORlOotgVXN9hARUWiZLiCJxE7pwtedsFos3SMIG/Z95jXh1Jcnb70eALwWNFPKlhgrex8ZqcuFxdEfqe3kvjZERMZnuoAkPzsV8dFRaO2MrGW/4siPwyng5QMnJb0nuXc01v738O7RB28jFEo9eev1iup/BNrQz18Cqzfc14aIKDyYLiCJslowfXgG/lr+hd5NUdXJ+q6VQ2U1jbjwtbTRkY23j3YrD+85QlF/sR2rdx2V1Q7XOiRakFJu3pWvKR8iIjIW0wUkAPDMD4bjb4e/gBBBq0C3lZ3GoslDJOfIJMdHY/ygniMRriMUDqeAP+yvgb1Jem7JxrmjMWGIvD1w5JD6+e4qGIjv5WawUisRUZgw3SobAIjpZcV9N2Xr3QxVictspebIzL8xO2BHLbdwGdAVMJRWN2BHxVlFe+EEIvXzfe+bSrEMRoiIwoMpR0gAYPn0ro72xfdqVF1ZoqdzF9vwXyP6SyrHPqTfVZLOKa5+efSNSkn1R1bvOup2XHLvaMyfkIVFk4eoEhwEKjcfTAIr98EhItKPRRCMP3HR3NyMpKQkNDU1ITExUdVz/+vTc7j7lf+oek69bFswHgWD++KtirNYtL3C77Ep8dH48PEpkjvcjstOjF+zF40tymq4BJNb4hko7Pu0DkX/rvF6rAXose+OFNwHh4hIfXL6b1NO2YiKK2ux+NUKvZuhitSEGORnp6K4shZPvFkV8PjzrZ3YvL9G8pRKTC8rnvn+cK/Fy6S40NqpaE+Z4spaTFy3D3OLDmLx9grMLTroMxgBgFuGXo2k3jGypoq4Dw4Rkf5MO0Iit5aF0T38/wzB0Iw+sj+T3FGA3R9/icd3VLqNlKQmREseOclIisP+ZZMljcwE8zOS+rkcTgET1+0LOAUktc1ScXqIiMyAIyQByK1lEQ4G9o1X9JnkjAIUV9Z+kyPiGozEYOS3kiVfT+qeMsH+jKR+Lj32wfE26jNx3T6OxBCRqZkyIJFbyyIcHDhRr+gzSd0N19e0RmNLB9459pWsa0pZuhvsz0jq55K6jFitLQc4PURE5J0pA5JI3M9m79Fzit8baBRA7RElKUt31fgZSRndkLqM2Ndx4gZ/UpY5+7uPUgMoIqJIZcplv5G6n02wfAUBao0oyVmSq+bPyF9wIy4j9lX8zV+b5a7MkTM95K98PhFRJDLlCEl+diqSe0fr3QzVJfeOVrQCRuQrCFBzREnqnjJioKBGmqe/4Ma1+Jvntfztg6Nk6iXU00NEROHElAFJlNWC+ROy9G6G6uZPyFI8rWK1AGMGpnj9OzVGKzKS4vDCHaMxJccmaYrDX6AgleWb6wYakRGLv9mS3D+n7Zs2e452KJ16CXZ6iIgokplyygYAFk0egqJ/1+BS+2W9mxI0cVpBavVVb5wC8OfSk7hngntJeYdTgFMQkNw7OuC0kAXw2kkvKRyCRZOHYE+VvccSW39THGKg4DktYkuMxewbMuFwCqj+qgX/qLR7bQsgfUTGc2NBf0txlU69BDM9REQU6UxbhwQAnnrzE2w+cFK18+lB7C43zhuNp96qgr05uOF+1wDBW46Er+vfNykbOz+q9Rls+KopIr7fX3VV15odJ+tbsa3stNvnTI7vmn670HolYNKyyuqOirNYHKASLgD8Zk4eZuUNcHtNvA+Ae/Am5T7IwTonRGQEcvpv046QAEBS7xi9mxC0uOgozMnPxL5P64IORoArORD3TcqWtM+PzaXj/5/vDsWfS0/iVGMrBqbG486CLMT0sgac4rCga4pjSo7Na6cp7kBcXFmL9XuP9zhPU2snBHSNxGSlJfjtgNXoqIOZevE56qNiAMUy+EQUjkw7QuJwCpiwdp8qnXgkslq6pnF8SY6Pxsa5ozH+mx11d39c+00F1ysb64mdYFLvGMwtOhjwmuJePN6oUVFVrY5abEugqRd/bdFqBCOYkSg9cCSHKLJxhESCsppGBiN+BCqFcaG1E1arBVFWC9bsrsLv3+u5v0ztN6MtUhOI/a0uCXbJrK+OWhwRktNRiwm3D24p75E3IzV3RRz1UVOwI1GhxpEcInJlylU2AJdWquHcxTbs/vhLr8GISACwo+JLSefr1yfOZ6GxYJbMalGQTO7KnFDQowy+UqxYS0SeTDtCwqWVwUu7KhY/3VYe8LiGlg6kJkTjfEun3ymO8y0dPlfhBJO3oWZBMs8phn/97y04dOq8IaYcwqXOSbiN5BBRaJg2IBGXYEbanjZqsVoAQfC+jFcMICBA8i6/388bgM0HTnpdGiwAuHVkBhZu9T2lsnHeaMVLZtXqqP1NMXiuptFDuNQ5YcVaIvLGtFM2UVYLbh3JeWpPlm/+LLgpu/v/Pf8e6MqRqG9pl3zewhwbXrhjNJLie1bI7R1txZYPTvt8YhYAPL7jCKZdn+4zGBHb5O2JWo2OOhymGAJVt5VaKE5r4TKSQ0ShZdqAxOEUsPMj/TsRvWQkxeH+SdnI8JEDsXx6DjbOG4WUhGivfz8tN0NyR983Iaa7E2xq7Tmi8nWnEy3tDr/naGzpxMvvnwLQNXrjq03eBNtRh8umeErL4HsjZdNAORsLugqXkRwiCi3TTtmotWFcOMrtn4i8a5KRdlUc1t42HP853Qiga9XH+EFdy3iLK2uxetdRtymZ1IQYrJhxZQWE1Gmv1bNyAUC1HYPFheo/npCFKTm2gHkbwa6KCacpBjXqnEhZ/RLMCpn87FTYEuN8rnJjxVoiczJtQGLm4eDKL5tR+WVzj9f/Vv5F9xO2tyWy51s6sHBrOV6wdo1GuHb0vgKN+ydlY/qIDJRWN6gWAIqJj/+otOOxGdJLwyvtqMNtikFOGXxPUpZHA95/P6Quod5TZUfbZe8jYnJHcih8sQYNeTJtQMLh4J7sTW14YEs5kuOjJa+A8NXRpyZE4xezcjF9RH8A6nfWSkYllHbU4TjFoKTOiZTVL0/u/ASARfEKGV8Bjyg5PhprfjCcdUgiHGvQkDemDUgaLkpPyDQLsZO44CXPw/UYz0BASkevVWctN9BR0lGPGZgSsHKtv92Sw4WUqSl7s/9/N/4CRX8Bjyi2lxVTcmzSG20wfOoPTM0ihRRZTBmQOJwCVuys1LsZYc0zEHDt6L19KZ93KSmvplCMShw6dT5g5Vqn0HWc3jkkwVBzFMvbuaTkbdmb2w2Ri6MEn/oDYw0a8seUAUlZTSPO+xkFoMB8BQLevpRT4nuh47K6K1BCmfgYbjkkSqkZ3Hk7VyTfRz71SxNOCeIUeqZc9huOX3hG4W+JrK9aHedbL6Olw/+yXrltAEKX+BiOOSRKSFkebUuMhS1R2RLqSL2P4bIs3AgiOSil4JkyIAm3L7xQsqArsVAskOb5d4D3QEBKfkAg8TFRbtfxJdT7xYRLwbFgSalj8uSt1+PJW5XVOjnf0tGjhozn+8PxPobTHkJ6i9SglNRhyoAkPzsVSb1NOVslydofDMd9k7Jh8eg8LBbgvknZXgMBNeq6FN05Fpu8bFiXkRSHJYXX4Tdz8rBtwXjsXzY5pMPfahYcMzopmwYq2ViwuLIWC7eWB8zFCcf7yKd+6cwS3JMyinrljRs34le/+hXsdjtGjhyJ3/72t8jPz/d5/IULF/DYY4/h9ddfR2NjIwYOHIj169dj+vTpihserMsOp27XNioLgHtuHIhj9oted/B1CsCL79Vg1DUpPTqdYL9sUxNi4HQKqDzbhO+PGoCU+Bik9emaHjDCSgU1Co6FCymrpuQsoZYyema1ABvmjgrL+8infumCLVJIkU12QPLqq69i6dKl2LRpE8aNG4f169dj6tSpOHbsGPr169fj+I6ODkyZMgX9+vXDX//6VwwYMACnTp1CcnKyGu1XZMO+E2jpYEDiSQC6y7P74y0LPtgv20vtl3Hny2VuryXHR2PtD4Yb5sspmIJj4UbK8mipS6iljJ45BSAlIVZWG7Uid+mu+NSvZONHMzJTcE/yyA5InnvuOSxYsADz588HAGzatAm7du3C5s2b8cgjj/Q4fvPmzWhsbMT777+P6OiufVGysrKCa3UQiitr8fze47pdP9z5yoIP9KUcSMflngHihdZOPLClHJsMtEJBSR2TcKFVDQ01pjQ82zZmYAoOnTqveluVLN3lU798ZgruSTpZAUlHRwcOHTqE5cuXd79mtVpRWFiI0tJSr+/ZuXMnCgoKsHDhQuzYsQNXX3015s2bh2XLliEqKsrre9rb29HefqUAU3NzzzLnSohDxxQ8185D7Cym59rw0oGTql8rXOsShFORLC1raAQ7peGtbZ6F6tRoazBLd/nUL18kB/ekjKyApL6+Hg6HA+np6W6vp6en49NPP/X6ns8//xz79u3D7bffjt27d+PEiRN46KGH0NnZiZUrV3p9z5o1a7Bq1So5TZMkEjbUsyXG4mKbustolRA7DymdRbDCsS6BVh28FkGO1jU0gpnS8NU2z9+vYNuqRsEuPvUTBUfzVTZOpxP9+vXDiy++iDFjxmD27Nl47LHHsGnTJp/vWb58OZqamrr/nDlzRpW2REKW+4/GZmJarr6ltZPjo5Gfneqz7oi4G+/koVcjNSFGlWuG08/O130RO83iylrF5524bh/mFh3E4u0VmFt0EBPX7VN8PiA0NTSUrlKSs5Q82LaqtXRXfOqflTcABYP7MhghkkFWQJKWloaoqCjU1dW5vV5XVwebzXsnmZGRgeuuu85tembYsGGw2+3o6PBeTjw2NhaJiYluf9QQCVnu/9++E/hb+Vld22CBtCfKo7UXcXD5/4NtC8Zj0S3XBnVNLX92DqeA0uoG7Kg4i9LqhqA6X606eK2CnFDV0FCyVFjuiGYwbeXSXSL9yZqyiYmJwZgxY1BSUoLbbrsNQNcISElJCRYtWuT1PRMmTMDWrVvhdDphtXbFP8ePH0dGRgZiYtR5epYq2MTLcJOaEI3GFvVL5J9v7cSfS09K6sjE/V2C+SJP7h2t2QoFtadWtCiNreX+H6HsiOVOaSi9ppL3cekukf5kT9ksXboURUVF+OMf/4ijR4/iwQcfREtLS/eqm7vuusst6fXBBx9EY2MjFi9ejOPHj2PXrl145plnsHDhQvU+hUT+ho4jRWpCNO6dkIUlhUNkPYXLvR+nGlslHSd2DsF8kc+fkK3J0LcWow5adPBajmKEuiOWM6Wh9Jpy3+dwCnAKApJ7R/s8hgW7iLQne9nv7Nmz8dVXX+GJJ56A3W5HXl4eiouLuxNdT58+3T0SAgCZmZl4++23sWTJEowYMQIDBgzA4sWLsWzZMvU+hQy+suEjwQ9HfwvrfjgCe6rsXhMBfVlSeB1efr8GF2RsODgwNV7ScWLnoHR0Kjk+Gosm+57uUZrkqdWogxYdvNTg5R/fBFByEimNXEND7u+MkrZ6GyHzdl6AS3eJtKaoUuuiRYt8TtG8++67PV4rKCjAwYMHlVxKE+LQ8codR7DlA3USZgOJi7agrVPbiaK9R+tkJQKKX+BD+iVIDkbE99xZkIU/7K+R3JG51mqQw19htGCmW7TadVSLDl5q8PKn0lP4U+kpWVNORq6h4a9tnpS01dcKHk+pCTFYPSuXS3eJNGbKvWyAri+7cxfbAx+oEq2DEQC48HXg3A5XAoDZYzPx6BuVkq8hoOtLP6aXVfbKie7ExsTAHazVAvxunu8lnMFOt2iVO6HFvjeB9v/wJHfKSUnCaaj4apvn7ZPbVjmBe0NLB1bvqgpqNRMRBWbqHebiYyLv40vN7YjrZUVcTBTWl3wm6/wp8dGYktO1okpJMShxdGrDvs/w/F7f194wdxSmj/Deuagx3aJl7oQWRbLm3JDp9365UjLlZOQaGt7aJrVSq68pPbkreNSqyUJEvkVejyzDNRLzIMKJ1NyOtstOtHkp1x7I+dZOt2kMJR1ZlNWCxYXX4du2PoqmXNSYbpGSn2C1AOdblI2iqdXBS8lx8EbJlJORK2d6a1ugtvqa0lsxIwdVtfKqPwe7momIAjNtQOJwCnj1P6f1boZqpOZ2qMEzeVJpR6a001ZjukVKTotTABZuPYwXrBZFT8XBdvBScxz8kTPlFE6l7gPxde9qm9rw0FZ5eUwipXlFRCSNaQOSsppG1F30Xpgt3LjmJoi5HVISAZVSkjzpi5JOW63plmm5Gdg4bzQWbSv3W+pej6diOTkO/ki9V1ruZRNqat07X1gcjUgbpk1qjaQvFc+EPl+JgGoLtkqoUlKSPFMTonH5shM7Ks7iwGf1OHCi3msl1pSEGL/BiPhU/Pye40FXcZUj2H2X5NTN0KoKrF603rOKxdHUpWalZApvph0hiYQvlUW3DMaEa692G1oXh93bLzvx7A9H4v3P67HxnWpNru86rz55aLom28F7I2U5aGNLJ+58uczr+12f/KUGphveOYEN75wI2aiBnIA5mOW6WlaB1YtWDxt61mSJVJE0MkfBM21Akp+dCltiLOzNoVv6qxbxi3HJlG+7dRLe/nGnJviuPqkGcQRh/JoSNLZcmQLT+kslmAJ3rism5Aamru/VclWK1HYtKRyC7f85o3g1j1b1WPQUzMPG9Nx07K6sM1xNlkik9S7TFH4sgiAYfnysubkZSUlJaGpqUm2jPaDrH8QDMgt1GcWPJ2RhSo6tuxNUIwFSTeJXtpQvlWCSKTsuO3sEQ1LbZ0uKw7/+9xbc/Kt3ZCUBW9BVQTa2l9UtoFUzCHM4BUxcty9ggbX9yyYDgOL7t/rNT/DSgZMBj/vNnDzMyhvgtZ1GS4QNdO/82bZgPJq+7uBTu8bEn5GvYNj191vv3ycKjpz+27QjJOFu84GT2HzgZPcyxtW7AifxaZXk6o3U4f7dH3+Jx3dUum0CGOjL37UTrL/YLjsYEdsnbv4nNwlYQNfyZ09qPtnJraCqZPTC4RTwRoW0naO9jToYdbhdToVXV8nx0XA6BUzJsRm2JkukiMSROQqeaZNaHU4BT+6s0rsZQbN/s4xRyrRFSkJod1cOtOnbmt1VeGjr4R47Etf6SaYsrqzFxHX7MLfoIBZvr8DqXUeDauO5i22qJQGLHd+qN6tUSczTuoJqWU2jpN2g+ybE9MibMHoirJKf6YXWTtz+0geYuG4f9lTZJW8CSPKFcpdpCh+mHSEpq2mEvTn8f9nldHuPfW8o/n2iHn+v+FKz9njj7UvlzY++xO/fq/H5HgE9R1e0mJY6Wd9V2XZabgacTiiuUSFS+8lOywqqUr/sZ+X1d7teuCTCert351vasXrXUb8BPHMYtBfqXaYpPJg2IDFj5P30Pz5VNL0RLM8vld0ff4n/d/vhgO9z7di1qi3x/N7jAIAHvzMYq3epN2Km5u+XVhVUpX7Zi1sFiMJpuN3bvZuam4GDnzdg4f+V48LXPUeIjBRURSoj7zJN+jHtlI0ZI+9QByPeamEUV9bioa2HITWVWuzYtawt8fze4xj3zB5Vzx8Ov19S6rl4q2US7sPtUVYLrBaL12BEFGi6kYKjxSaUFP5MG5DkZ6ciJV7bJbFm4utLZc4N1+Ctj79EaXUDOi47sepNeaMQYseuded2vvWyKueRU5BMb4E6BQu8dwqRMNwe7kFVJDDyLtNmYqTCdKadsomyWvD0bbl4aGvgqYNwlhAThZYOh6bXuCo2Cr2irLjgsvIkOT4aAq5MiQBAakKMrFGa1ITo7o5daue2YsYwpPWJRdpVsYAAvF1lx59KT0m+ZjDC8clOys7Enkt7xwxMCfvh9kgIqiKBkXeZNgOjrZQzbUACdM0lZ/U9hpMNrXo3RTP3TMjSrFKr6FK7A4ADSwqHICstASfrW/D83s96HCd3yugXs3K7v5ikzjnfMyHb7cvMarWELCCRU5DMSPx1Cr6+sG4dmYEX36sJ2wJizGEwDiPvMh3JjFiYzrRTNsWVtZiwtsSwwchVMVFIjQ9umW5GUhxuHJymUov8swDY/p8z+F5uBrb/50zQ55sx3Iak+JjuYUQAiuacpeRJBGvRLddi24Lx2L9sctgFIyKxU3Bd5upvae+L79XgvknZYTvczhwGMrNAK+UA9coXyGHKERKjVTX15lKHAwhyquXGwX1xrrkNqQkxON/SoennFZMA/1x6UpXk0F1H7Nh1xN79/+IwYqDpBU9ixyOnIq+cqaWMpDgsmXJdj47LiBVM5ZCytHfnR7X41//eErI9jNQmZbqKKBIZdaWc6QISrbcmN5K/lZ/F38qlVeJUy6lGbUacXIcR9y+bLKuzn5JjQ3J8tFuOiy8ZSXFYe9tw3P3H/0hq160jM3pc22jzskpI/cI6dOp8WA+3my2HIdwDZVKHUZO6TReQaL01udkNTI3X5LyetSHkdIJlNY2SghGga5j+P6elL/Xc+VEtfj5tWMDibeFWbEvrLywjdYxmyWGIhECZ1GHUpG7T5ZBwGZ80j00fhvjoKMnHi8td7yzIQrJGy6mV1oaQ+jO/d0LWN1/M0jtG1/YYdV5WCS2/sDzL/88tOoiJ6/ahuLLWUEsQI4nRS/1TaAXKrdOrfIHpRki4jM8/cXXBjydmo7XjstfVMt4I6FpyK+UpNz4mColx0YpL98sNKqX+zCcPS0dpdQPkboAttXibkSqY+iKOXNibvvabe6R0FYq/EaQHtpT3mFrjE3zwwqXUP4WO3M07Q8V0AUl+dipsiXERsY+NFgRc+UVcNHkIXn7/pOTpjtW7juKzcy0Bj2/tcKDozrGwWi04cKIeG945IauNcoNKKUs8k+Oj8T+vVcDe3C7r3K7tMeq8rFTehvS9UfqFJWUEyfN3J9ymuowoEgJlUp8Rk7pNF5BEWS2Ym3+NW8GucCE+lQqCgLrmdk0Sc3/cPW3Rda/W/mC45BVJ9qY2yfe1vqUds/IGID87FX8r/8JnsOBK6VN5oKcBAcB5iUGXJ9dhTXGjvkCMOEonZ+WZ0i8sJflbfIIPXrgHyqQdoyV1my6HBACy0rRJvNSS61Ppk7de7/aamjw3UhOj6AwJ27jLCZDETtlfPQhXwQ4j+itTHUzOy5wbrumu2bFeQjCWmhCNMQNTFF9PC1JWnqUmROP52XlB1VtR2uFxX5ngGDWBkYzBWw0ivYTVCElrx2X06gh+z5HEuPDbw6ZfYiwenT4Uk667GgCwfs5IPLP7U9S5TDGkJ8ZixnAbNh9QVpk0PTEWuQMS0epxjydddzX+uWQSPjx5Hgc/r8fv36tR/kG8XGfSdVd7/TyuXD+/Z/ukcv0cX11qw9VXxcHpFHDvnz5U/FkykmNxsa0TK3d+Iikga2zpxE2/3IdHpw/tEfzp5YPPA49cNLZ0Irl3NEZmJqH9srL6OMH+uztzvgUjO5KCOocZ5Q5IRHpirM9/W4Dvf/tEwZLzO2UR5Gbw6aC5uRlJSUnIfPg1WGPDb3SDiIjIjJztrTiz/kdoampCYmKi32NNOWVDRERExhJWIyS1XzUEjLDk2H2kFj/7y8eqnS9UfjxhIHYdsfeYrhGnAfZU2b1O54h/73AKbtMWY7O6cho8X/OcS9xTZcfi7R8FbF96Yiz2Lr1Z0jlFDqeAwuf+FXBYee/Sm1Wd45RyXV9+M2ckpuTY8MHnjZj/irTKrp5evucGjBuk7wZuob733n4/k3v3woWvfQ/tiveaguPt3z4ThUlLzc3NyLi6r6QRkrAKSKR8IKmkLnEMF+JXyn2TsvHiezU98hnEv/e2fFJKBUeHU8DEdfskLQlVskSztLoBc4sOBjxu24Lxqi9NFFeYAN5X4ASqjSH13njzmzl5mJU3IIjWK+NZKfV8SwcWbvV+DwBlP1M518/PTsWeKjsriRJFGDn9d1gltapFj8314npZ0XbZqdn5xeWRRf/uGYy4/r3n8kmppc6lLtl8uPA6TVdg7K2yqxaQiJ1i+2UnHi4cgm1lp93qkIjLWwMti4uyWrBiRg4e2ip9Az+RuLIhlKXUfQWg903Kxs6PakNSk8BbuXajLUEkotAyXUCi1+Z6WgYjIgGAv/EuzwJIcio4Sg0YlC6plrrk8KUDJ3FDdmqPDlJuh+6tU7YlxmFJ4XXISovvcY5AQVBKQoyk9otca6qEco8RfwHoi+/VYOO8UUhJiNUtIDDLvjJE1JPpAhJurqes1LnWtQwCVVN15W2UR06H7qtTrmtuw/q9x/HCHaNld4pyamy41lTZU2UP2WZ8UgLQ1buOYv+yyRyVIKKQM90qG1YjVFbq/HxLO/z1UcFuxiQWSJMycuVaJEvupmEOp4BHXj+i+gZ4cgIxW1IcXrhjNKbk2EK6GZ+cAJSIKNRMF5CEczXCYJ9ZPYMGqffiZH0LFm49jED9YrCbMU3LzcCPJ2RJOvbcxTZFu+tu2PeZ3712lHbKgXbPBLqSY//v3nHdlU5DHSCwhDgRGZnpAhIpHYfexLZ5ljS3JcUhPiZK8TkFAHNuyMRbH3+J0uoGjBmYImkL6m1lp/2OXFgtwMZ56kwtSF3a2a9PnOwO3eEU8PKBk5LOL7dT9lcC3/LNn7U/GI4JQ9K6g7ZQBwgsIU5ERma6HBJ/G63pJTUhBo0tHd3/72t1h9Mp4PaXPlB0jaTevQCLBc/v/az7tYykOPzXCBuK/n2yx/FipzrnhsAbEToF+UmdvkjZmVdMBn3r4y8lndM1Z+bC19I20VPSKcvdPTPUAYKce0tEFGqmC0gA3x1HqIkdwL/+9xYcOnXe68oG1+TKHRVnFV/LW9Gp2qY2r8EIcKUTbZe4Okitp/hAO/MCV6aG5HboUtuYHB+tuFOWs3Q11AGCv+XJwW5eSJEhlMvPiTyZMiABuqYG+sRF48EtH6K5TdlmYcFw7QBielklreoI5VD6ihldT/Sl1Q2Sjg+2bZ5fhBvnjcLqXUf9jjTI7dCltnH+jdlBfQlLXboqJ/iSIlBnUlxZi9W7qry+V6t6IxQ+Qrn8nMgbUwYkRqjSGqgD8Na5yFkaG4yu5Z9VmJprC8lTvLefR3LvaNxzYxZuyEpFfUu7z4Jkcjp0KfcvOT4aiyZfq/izyCV3mseXQJ1JoGKAK2YMY6djYlILJBJpyXSl4/Wo0urqroKB+F5uht+hUH+dCwCvZc61IJZp91daHQiurHign0dyfDTW/mC43/PLebLz9VlEm3T64g1mqNzXPRTfvXHeaKze5TsAF4NK1h8xp0BbH/D3g4Ihp/82VUASzJ4jagm0F0ugzuWFO0YDQEhGeFz3WdFiOFfN/XHkdOiRNDQtpTNJTYhBg0vStC9a7BNEXaT8fuqVv6HnPlIU+biXjQ96V2ntmxDjd2pDain3/csm90icPN/S3iPnIjUhGo0t0laVeOOac6HFPiNSfx4CelZn9SSn5Hgk7ZkiZemzlGAEYP0RrUgJgPUMklmfhozCVAGJ3v+gZuX199vpSa2rcfDzBlgtFrfOFACS4mO+SUIVUDAoDecutWPJqxWy2+krL0TtfUbk/Dxqm9rwyoEa3DPhSsJpME+UkbJnipq/06w/oj4puRkAdM3fYH0aMgpTBSR6/4MKVPRLauey8P/K3eppJMRGoZfVgiaXpb1bDp5G4bB+stsYyuWfcn8eq3cdxR/213Tn0kTKtEswpN7D1IRonG/pZP2REJIy4vnkzk8AWGTt0K021qchozBVpdb87FSkqlTASy4p+7xI7Vw8i3u1tDvcghHxmL+Wy69bIu6zEopOXfwilMPe1IYHtpTjARn710SyQJWHxWq7v5iV2/3/nn8PsP6IFqSMeNqb22Fv1nd/oUBVhgH+flBomCogibJacFtef12uvWLGMERZLXA4BZRWN2BHxVmUVje47bOiV1n71IRo3DshC9sWjO/eZyUUXL8IpfKXga3FhnRGJ7UzmT6iP164YzRsHgFgKANQX/z9mwhnak6naT3dLC4/N+LvB5mHqVbZAMCBz+oVl1+XwmqB103oMpLicOvIDOz8qDZgclsolvWmJkTj+3kDUJhj0z2hs7iyFo+8fsTvpndymW1FgNSkSKNV4oykFU+epK5ekSJUv89G+/2g8Mdlv34cOFGP2/+gXUAil7daHl4LhcVHq9JhJ/eOxsbbR2P8oL6G+qJxOAVs2HcCLx+okbzfjD+uS5bNIhSdiZrXkLLEPZyDEnFJtr/cjPTEWAAW1DX7z99gDRAKV1z260f9pXa9m+DGW+Kat2WpwWys5+rC152wWiyG+3KLslqwuHAIFk2+Fq8cqMHqXUeDOp/eCcx60HrlkJqjGVKXuGuZzKk1KZWEn7z1egBQbfsAonBmqhwSwJgdlbfENbFzmZU3AAWD+2L84L5ITYhW5Xp6L3/2J8pqwT0TshXn0ohJnFwRoC5xNEOtRGKpS9y1TOYMBSm5GczfIOpiuhESMXFUzwJpvvgLFKKsFvxiVi4e2no46OsYMShzFejJUvDy3+L/A3yiVJsWoxlmKsYlpRBfJBXrI1LKdCMkSlZ2hEqgQGH6iP64f1K24vMrHT3QYxWEv6fGTXeMxiY+UYaMFqMZZivG5Tni6S3QkHIMUSQz3QgJ0NXZ/W7eaDy0tVzvpgCQV3ho+fQcjPxWCh7fUYlGl5LgGUlxGDMwBfs+PYfWDofXawDyRw/0XAUR6KmRT5ShocVoBotxEZEnUwYkADB9RAbmnxyIl98/pWs7pAQKnisbpubaMDXXe2fctVrlM7x84KTbahW529kDxtiS3F+iZqSUf/dktKWXWoxmSEn45NQbkbmYbtmvKzXrBASSEBuFO8ZdE7AOiSelIxTBdmpqbUnuqx3+2me0DlkUinYZsS6HlOWrSpemGvHzEpF6WIdEIodTwIhVb6OlvecUhxbun5SNn08bJrlT07NOgxpbkvvqbPwViAOMuUdNKDpOI9fl8FWwT422GTUAJaLgMSCRyOEUkLuyGF93OlU7pz8WC3Bs9fcQ0ytwLrFaIxRK7ag4i8XbKwIe56sAma/O1RfPYXtvf/fjCVmYIqOyrFodXSgCBb1/3lJwNIPIHYPpwFgYTaKymsaQBSMAIAjAo69/jGd/lBfwWDkrG7TIowgmb8DfMlFfpOxRs/nASWw+cFJSJ6hW5xmqAl56/7yl4NJUoisYoKtP0bLfjRs3IisrC3FxcRg3bhzKysokvW/79u2wWCy47bbblFxWdXrUONh9xC5p2Wwo6zR4W9YrdRdZb6sgAnWuwRKTand//KXX5chqFvEKVQGvcKnLwaWpROoXCqQuskdIXn31VSxduhSbNm3CuHHjsH79ekydOhXHjh1Dv379fL7v5MmT+NnPfoabbropqAarSY8aB62dDrxyoAb3TMj2+2UeqjoN/qJ8pasgtO40xbYs2nbYbSPDjKQ4rJgxDKt3HVVtRCNUgYLZ6nIQhSszbHugF9kjJM899xwWLFiA+fPnIycnB5s2bUJ8fDw2b97s8z0OhwO33347Vq1ahUGDBgW8Rnt7O5qbm93+aCE/OxUJMaGvDbd611FMXLfPbxSdn50KW2Ksz79Xo0R6oCgfgKKS1qHqND0HmuxNbXho62FVRzRCFSgEMyJFFMn0KMzoj1m2PdCDrBGSjo4OHDp0CMuXL+9+zWq1orCwEKWlpT7f99RTT6Ffv36499578e9//zvgddasWYNVq1bJaZoiUVYLru3XBx990aT5tTwFquWxp8qOtsve81vUqNMgNcrfv2yy7LyBQEWvtCLnWlJHNEJVwMtIdTmYqEdGYcQ8jXCZXg1HsoYH6uvr4XA4kJ6e7vZ6eno67Ha71/fs378fL730EoqKiiRfZ/ny5Whqaur+c+bMGTnNlCU7LUGzc/sjdjir3qzqEfGLIxcXWjt7vhFAUnx00Cs75ET5cvMGXMvzS+3GLD7+WytSRzT8fRa1AwV/5fIfLrwO7Zedmj8hFlfWYuK6fZhbdBCLt1dgbtHBgKN5RFowap4Gp1e1o+l8xcWLF3HnnXeiqKgIaWlpkt8XGxuLxMREtz9aycnQ7tyBeBvak7JCpXd0FKbk2IK6ttZRvq/ONSMpDvdP6trN15W/PWrUpGTqI5S7sU7LzcD+ZZOxbcF4/GZOHpYUDoEgCHh+73HNAwSjdgBkPoFGcAHvD3OhwOlV7ciasklLS0NUVBTq6urcXq+rq4PN1rODrK6uxsmTJzFz5szu15zOrmmIXr164dixYxg8eLCSdqvm6j6+8zRCxbXTl7JCRY3ln2pE+YGG9v0tE/VXIE58z94qO146cFLxZ1Rz6kOPJa8fnbmAzV4+vxal+7VK1OP0Dylh5GXwRppejTSyApKYmBiMGTMGJSUl3Ut3nU4nSkpKsGjRoh7HDx06FEeOHHF77fHHH8fFixfxm9/8BpmZmcpbrpJ+ifoPq7l2+qGanww2N0Lq3K6v/Wak7FFTMLgvbshO7XEdq6VnQqtnu1fMyMHqXe7vU7Kfj9Q2q8XbffWkRSa/Fh2AEef/KTwYPU9DHDX1/P0O9jvG7GQv+126dCnuvvtujB07Fvn5+Vi/fj1aWlowf/58AMBdd92FAQMGYM2aNYiLi0Nubq7b+5OTkwGgx+u60TFh21unH6r5yWCi/FBuuudtZOJ8SwcWbvVdxlz8QvC1AaFRyaluq/YTotQv9gMnvgpq24NQbsxI4Ssc8jRYKFB9sgOS2bNn46uvvsITTzwBu92OvLw8FBcXdye6nj59GlZr6JfSKqV3JrRnpy9lhUrfhBiMGZjS43W5w+NKonw91uB7G5l4wRq43eG0G7CS6raAer+/Ur/YN7xT3f3fvkY7WKeBghWq1W3BCqfvmHBg6r1sAKDovWo8vftT1c7nb08WT/dPysby6Tk9Xve1kZkrz84gmOFxOYGMGpvuqSWS8hOU7jyt1n0OtKOvN7728jHS7wiFLy03dKTQkdN/h89QhkYufO19aa1S4j+cpLheuCrW/wDUzo9qvWaJ+1rV4cp15UOwqyPkLOs10txuJJUxl3u/1M7kV7JU29dqByP9jlD4CuXqNjIGU2+uBwDVX13S5LxNbZcDHuMvB2BabgYmD03H+DV70djSM2hyHfoWBEHS8DiAoEcUwmFuNxzJuV9aZfL7msLzx1suC39HSC3M0zAXUwckXaMLdYEP1JC/p8RDp857DUZEYmfgj3jMhn0nsP0/p4Ne8RAuc7vhRk51Wy0z+T07gM/qLmHDOycCvs/195i/I6Qm5mmYh2mnbMTEO735e0pUc0j7+b3HVSl4FcrKpWYiZcrk3glZ2LZgPPYvm6zpcLXrVNiEa6UVNHT9PebvCBEpYdqAREoBMi1JyQHQekhbacVDzu1qw1912013jMaKmdeHPFdGaVVK/o4QkVymnbIxQkKd51Oi56qRMQNTJA19C4KAuuZ2RSVVlNaz4NyuNox2X4OpV2O0z0JExmbagORkfYtu105NiMYz3x/u9pToa9nurSMz8OJ7NX47AwA+OwypQYqSAI1zu9ow2n0Npiql0T4LERmXKQOS4spaPL/3M92u/9j0nB7BiK+qli++V4P7JmVj50e1fjsDXx3GnBsyJX1Wrni4IpLqm6iFox1EpDXTBSRGSGZ9evdRJMRGYVpuhqSqljs/qsW//vcWHDp1XvZGdgCw/T9nuOJBIu6/4htHO4hIS6YLSPROZgWA8y0d3ft5JPWOkbSp2aFT5wN2Bp4dhvikPz3X5nXXXK54cMf9V4iI9GO6gMQIyayuBct+Pm2opPfIbbe3J33PXXKV1LOI1OkM7r9CRKQv0wUkRsmVEEc+Gi+1SzpeTrt9PemLuxb9eEIWpuTYZAcTkTydEWjkTO3ddYmIyJ3p6pAEqqsQaqkJMYrqPPgi5Un/H5V2RcFIMPvlGB33XyEi0pfpAhLXKpJGYEvqjZUzc3wmnALycjzkPOlLFSjIAeQXVzMa7r9CRKQv0wUkwJW6Chl+dtMNRkZSHH43b5SskY/k+OgexyTFR8tOpNTiSV+LICdYDqeA0uoG7Kg4i9LqhqCDIaUVSYmISB2myyERictkH/jzh9hz9Jwq55w1MgNz8gd2T4dYrZaAFS73VNm95nsAQFOr7431fAnmSd9XwqrRpjO0yGUJpiIpEREFz5QjJKIoqwX9+sSqdr7qr1rc9hoJtJ/HlBybz6kQoKtTfOyNSnRcdkpug9In/eLKWkxctw9ziw5i8fYKzC06iInr9qG4stZQ0xla5rJw/xUiIv2YdoREdO6itFUuUlR+2YyvOxzoHRPV/Zq/Cpel1Q0Ba6I0tHRg/Jq9PUrN+6LkST9Q/Y2N80YbYjv5UCzNZUVSIiJ9mHqEBACuTlRvhAQAntndswqs63buriMoUqc4Gls6ZT39y3nSl5KwunpXFVbMGAZA3+3kQ5XL4uvnRURE2jH9CMngtKtUPd/JhlbJx8qd4pDz9C/1SV9qJ5+SEKt4gzW1GC2XhYiI1GP6gOTOgiz8YtdRybviBmIRpJ9JzPfwNRXiSklhLil7j8jp5GflDdB1OsNIuSxERKQu0wck+z6tQ2wvC9ouqxOSfPzFBTicgqRO2jXfQyrXAEKNMu5yO3k9N1gLFMBxo0AiovBl6oDEVzJnMC60OWSNYkzLzcDGeaOxcFs5pAyuiIGBWktfw6mT59JcIqLIZdqkVn/JnMGSm8OQkhAjKRjpmxCD/OxUVZe+ulau1TNhVSouzSUiikymHSEJlMwZDLk5DFIDmFl5/QFA9aWvYievZ8KqHGoszY3UXYuJiMKVaQMSrVZiKCkvLjWAETthLXalDbf6G8HkskTyrsVEROHKtFM2Wq3EUDK9IWUHYjHQ0XLpqxnqb0T6rsVEROHKtAFJfnYqbInqBiX3TshS9IQdKI/DgiuBjtGWvqq9yZ2WzLBrMRFRuDLtlE2U1YK5+dfg+b3HVTtnYY5N8Xul5nHovSrGNffiZH0rtpWdhr05PKY+tJrukop5K0REvpk2IAGArLR41c6V+s0KmGBIyePQc+mrt9wLT+LUhxFXvOhZ6ZV5K0RE/pl2ygZQd1pjXHaKKkGAlDwOPZa++sq98GTkqQ+9pruYt0JEFJipR0jys1OREh+N862dQZ8rW+U9cQLxNZoCAKXVDapOC8it2aL11IdSekx3hWKHYiKiSGDqgCTKasH4QX3xj0p70OdK7h2tQovk8Vz6GmhaQGkOg9KaLUbb5E6P6S6981aIiMKFqQMSABh8dYIq56mqbZa8h40WfJXBF6cF7puUjZ0f1SrKYVAaWBhxk7tQF4HjDsVERNKYPiAZl9UXG1Ad9Hn+XvElPqhp1CVJUcpy1t+/V9Pj76QmoMoNLIy0/403oSwCZ7Rl2kRERmXqpFYA2P7hadXOpVeSotIpFakJqFIKt4mMuP+NN6EqAhfo3lmgrLovEVGkMXVAsvvjL7HrSPD5IyLhmz+hXmESzHC/aw6DL/4Kt3niJnfuwm3zQiIivZh2ysbhFPD4jkpNzh3qJEU1hvsDBTU+cy8SYzE3/xpkpSWw2JcP4bZ5IRGRHkwbkJTVNKKxJfjlvr7sqbKHLCAJtJxVCilBzbTcDEwemo4/l57EqcZWDEyNx50FWYjpZeqBNknCbfNCIm9YbZi0ZNqAROtVDTsqvsRjM0IzFO9vOWsgchJQvS0r/sP+Gj7lSxTMDsVEemO1YdKaaR9ttV7V0NDS4TcvQwl/G9n5qt6akRSH+ydld2/S50pODgOrjYZGOG1WSObBf/8UCqYdIRGnOZSsTpFKzVEYKU8n/qYFRl2TojiHgdVGQ4NPoJEp3Kc5+O+fQsW0AUmU1YIVM4bhoa2HNbtG2lWxqpwnUNEz11UtvqYFgslhYLVR7cn5GVP4iIQgk//+KVRMO2UDACkJ6gQMvvzPaxVBD2VKKXomdZmx3Nob4vTBPyR+BlYbVUbNnzEZR6RMc7DaMIWKqQMSrf8B1TW3B/3FI+fpRE3FlbWYuG4f5hYdxJ9KT0l6D6uNKqPXz5i0E0lBJqsNU6iYOiDR+h+QGl88ejyd+Hqy84XVRoPDJ9DIE0lBJqsNU6iYOiDJz05FTJS2tyDYL55QP534e7LzhtVGg8cn0MgTSUEmqw1TqJg6IImyWjDUdlVIrqX0iyfUTydy98WxWID7JmWHTYKeEfEJNPJEWpDpq6wAt4ogNZl2lY2od0xUSK6j9IvHX9EzLZ5O5AZOTgF48b0ajLomhV9KCoX6Z0zaC1Q92eg7YnvDasOkNVOPkOz+uBYf1JzX9BpqPN2G8ulEaeAULgl6RsUn0MgSqdMcodolm8zJIgiC4XuR5uZmJCUloampCYmJiaqc0+EUcMPTe9HY0qHK+XyxAKp1KKEosORwCpi4bp+ifXG2LRjPOgRBCvciWuQuEuqQEAVDTv9t2imbrs31tA1GAODhwuswLTdDlY4mFHuhBLMvTjgk6Bkd97uJLJzmIJLOtAFJqDrPrLT4sHtKEqcPPNscSLgk6BGFEoNMImlMG5CEqvM8Wd+K9XuPh11JcNcnO3tzG1a/9QkaWzq9HhuOCXpERGQspg1I8rNTkZoQ7bOTVYMtMRbbyk4bYlMqJVNGrk92vaOteHBLeXfbReGcoEdERMZh2lU2UVYLfjErV9NrzM2/BvZm/as1upaBX7y9AnOLDmLiun2yStpzFQgREWnJtCMkAHD4zAXNzn3vhCxkpSVIOlbLfBZ/u8g+sKUcSwqHICstQdKoCRP0iIhIK6YNSDouO/GH/TWanb8wxyb5WK3yWaRs8PX83s+6X5OSaMsEPSIi0oJpp2z+XHoSWlVgEQuh6V0SXG4Z+HDbFp2IiCKHooBk48aNyMrKQlxcHMaNG4eysjKfxxYVFeGmm25CSkoKUlJSUFhY6Pf4UDnV2KrZuW8dmYEoq0X3ao1yp4LCbVt0IiKKHLIDkldffRVLly7FypUrUV5ejpEjR2Lq1Kk4d+6c1+PfffddzJ07F++88w5KS0uRmZmJ7373uzh79mzQjQ9GZkpvzc6986Pa7g5dz2RQJVNB4bQtOhERRQ7ZpePHjRuHG264ARs2bAAAOJ1OZGZm4qc//SkeeeSRgO93OBxISUnBhg0bcNddd0m6phal4/99/CvcuVm7kRrPMup6lAQPpgz8b+bkYVbeAE3aRURE5iCn/5Y1QtLR0YFDhw6hsLDwygmsVhQWFqK0tFTSOVpbW9HZ2YnUVN95E+3t7Whubnb7o7bGVm3LxntOl+ixKZW/KaNAWHWViIhCSVZAUl9fD4fDgfT0dLfX09PTYbfbJZ1j2bJl6N+/v1tQ42nNmjVISkrq/pOZmSmnmZKcrNcuhwQwTofua8rIF60TbYkikcMpoLS6ATsqzqK0uoE5WEQKhHTZ79q1a7F9+3a8++67iIvz3UEuX74cS5cu7f7/5uZmVYMSh1PAtrLTqp3PlRHLqHvWDxHL2QOsukoUrHDbq4rIqGQFJGlpaYiKikJdXZ3b63V1dbDZ/NfdePbZZ7F27Vrs3bsXI0aM8HtsbGwsYmNj5TRNFnF/Fi0IAObccI0m5w6GZ/2Qb9uu6vElaovAL1E9cnfIPPwVHjTyXlVERiQrIImJicGYMWNQUlKC2267DUBXUmtJSQkWLVrk832//OUv8fTTT+Ptt9/G2LFjg2qwGrTe6ff5vcex/T+nDd25m6HqKp9cSUuBCg+Gcq8qokgge9nv0qVLUVRUhD/+8Y84evQoHnzwQbS0tGD+/PkAgLvuugvLly/vPn7dunVYsWIFNm/ejKysLNjtdtjtdly6dEm9TyFTKPI7asOgyJgeibah4HAK+M3e43hgS3mPwnAs/kZqCVR4kEvoieSRnUMye/ZsfPXVV3jiiSdgt9uRl5eH4uLi7kTX06dPw2q9Eue88MIL6OjowA9/+EO386xcuRJPPvlkcK1XSKygqmQ5rBwCgOWvH+ETUggVV9biyZ1VPqfk/D25cnqH5JA60qr1iCxRpJBdh0QPWtQhKa6sxQNbylU5VyBLCodgceF1IbmWmfmaz/fFtVYMp3dIrtLqBswtOhjwOM+aRERmolkdkkgyLTcD38uVvgFeMF4+cBIdl51cFqghf/P5vohPrmIgw+kdkkPvvaqIIo1pd/sFgMFXJ4TkOhe+7sT4NSVobLlSjI1P38HxnF5xCoKsjQSBrlwiJiaSUmLhwQe3lMMCLqEnCpapA5KCQWnY8E51SK7lGowAXBYYDG/TK8m9oyW/37VWjJzERA67kyex8KAZltATac3UAcn4wX3Rywpcdob+2nz6VsZXnsiFrztlnUd8cmViIgXLDEvoiULB1AFJlNWCganxqNa4jLwvfPqWR0meiCdbYiyevPX67idXqUvAjbIVABmTZ+FBIpLP1AGJwyngVOPXejeDT98SBZpeCWRJ4XVYNPlatyfXQEvAjbgVABFRJDLtKhsAOPh5Ay4bYLULn76lkRq4eeaTZCTFYdMdo7G4cEiPYXR/OyIzMZGIKHRMPUJSWt2g+TU8s+89/45P39JJDdw2zhsN6zf5IVLm85mYSESkP1MHJL5DBfXcNykbL75X0+NqfPqWT+r0yngFZfCZmEhEpC9TT9kUDErT7Ny2xFhsumM0lk/PwQt3jIYtyf3p3pYUxyW/Mmk9vRKpe/sQEYUD05aOB7qSWoet+Ac6HOrdgrtvHIhp12f0eLrmPinqYZl3IqLwIKf/NvWUTZTVgtHXpOCgSrtx3j8pG8un5/i8FpcFqoPTKyQXHwiIjM/UAYnDKeCo/aIq55qW0w8/nzZMlXNRYGoHeOywIhdH1IjCg6mnbKTu1imVLTEOT97KL7lwww4rcvmq7CuGmszjItIWd/uVSO2CZPZm7g4bbrjTb+QKtHEi0LV1A3feJjIGUwckWhQkE8AvuXDBDiuyydk4kYj0Z+qAJD87FQkxUaqfl19y4YEdVmTjxolE4cXUAUmU1YJpuTZNzv2PylqUVjfw6drA2GFFNm6cSBReTB2QAMDEIVdrct4/lZ7C3KKDmLhuH/MQDIodVmQTK/v6WitlQVfyMrduIDIG0wcke6u0DRaYHGlcRuqwHE4BpdUN2FFxliNrKuHGiUThxdR1SDouO7HrSJ2m1xDQ9eW36s0qTMmx8cvPQMQO68Et5T02QQxlh8Vlx9rhxolE4cPUdUiK3qvG07s/Ve18gWxbMF61Yl4s5KUePQMC1skIDf57IdIHS8dL9NbHoZ1GUSs5kk/U6tKrFH2gZcccWVMPt24gMj7T5pA4nAKO1alTNl4qNZIjWchLG3rs9Mtlx0REV5g2ICmraURbpzMk11IrOZKFvCILlx0TEV1h2oAkVF/yaiZH8ok6snDZMRHRFabNIUm7KjYk11Ezmz/YJ2om9hmLuOzY3tTmddTLgq7fH9bJICIzMG1A4gzBtMaKGcNwz4Rs1Tr9YJ6omQhrPEZZdkxEZASmnbL5QONpjYykOFWDEUB5IS8mwhqXWCfDluQeRNqS4rjkl4hMxbQjJPA6SK4eLZ5slTxRc2mp8em17JiIyEhMO0JSMChNk/NaLMDv5mn3ZCv3iZqJsOFBj2XHRERGYtoRkvGD++Kq2Chcaneoet6Nc0dh+ghth9nlPFFzaSkREYUD0wYkUVYLfvnfI/DQ1sOqnC/UCaJSK09yaSkREYUD007ZAMD0Ef0xY7hNlXM9+8ORhkxANNKOtkRERL6YOiABgC/Pt6pynvqWdlXOozZuwU5EROHA1AHJ7o9rcfiLZlXOZeQpDy4tJSIiozNtDonDKeDRNz5W5VzxMVGGn/Lg0lIiIjIy0wYkG/adwIWvL6tyrtYOB96urMX0Ef1VOZ9WuAU7EREZlSmnbIora/H83uOqnvOhrYdZ8ZSIiEgh0wUkYuVSLax6swqOEOyRQ0REFGlMF5AEqlwaDFY8JSIiUsZ0AYnWFUlZ8ZSIiEg+0wUkWi/PNfLyXyIiIqMyXUASqHKpUqx4SkREpJzpAhKxcqmaqaeseEpERBQc0wUkQFeRsJHfSlLtfEnx0aaoeOpwCiitbsCOirMorW7giiIiIlKNaQujZfWNx0dfNKlyrqbWTlXOY2TFlbVY9WaV2wqlUO9wTEREkcuUIyQAcH2GeiMkAiK7BklxZS0e3FLeY7m0vakND24pZ0E4IiIKmmkDkquT1F0NE6k1SMRCct5CLQGRH4wREVFomDYgsSWqvzw3EmuQSCkkF6nBGBERhY5pAxItludGYg0Se7O0IEvqcURERN6YNiBRe3lucnw0nE4h4qYuGi+1q3ocERGRN6YNSNQOHC60duL2lz7AxHX7IirJMzUhRtXjiIiIvDFtQPL+iXpNzhtpK09sSb1VPY6IiMgb0wYkfyv/QpPziuMukbLyRCy17w9L5hMRUbBMG5B8/MUFzc4tIHJWnoil9n1l3FjAkvlERBQ8UwYkDqeAL85/rfj9067vJ+m4SFkGPC03Ay/cMbrHSElGUpwpSuYTEZH2TFk6vqymER0OZdMpvawW3Dk+G8WfnAt4bCQtA56Wm4EpOTaU1TTi3MU29OvTNU3DkREiIlKDKQOSYEYuZuX1x/jBfZGRFAd7U5vXCqYWALYIzKuIslpQMLiv3s0gIqIIZMopm5P1rYrfu+YHI7rzKgD0yK0Q/595FURERNIpCkg2btyIrKwsxMXFYdy4cSgrK/N7/F/+8hcMHToUcXFxGD58OHbv3q2osWoorqzF+r3HFb33/knZiOnVdcvEvAqbR16FjXkVREREssmesnn11VexdOlSbNq0CePGjcP69esxdepUHDt2DP369Uz2fP/99zF37lysWbMG//Vf/4WtW7fitttuQ3l5OXJzc1X5EFL52ygukFGZSVg+PcftNeZVEBERqcMiCIKs/nncuHG44YYbsGHDBgCA0+lEZmYmfvrTn+KRRx7pcfzs2bPR0tKCt956q/u18ePHIy8vD5s2bfJ6jfb2drS3XylF3tzcjMzMTDQ1NSExMVFOc92UVjdgbtFBRe/9v3vHYcKQNMXXJiIiMpvm5mYkJSVJ6r9lTdl0dHTg0KFDKCwsvHICqxWFhYUoLS31+p7S0lK34wFg6tSpPo8HgDVr1iApKan7T2Zmppxm+qQ0mTU5PhrjmcxJRESkGVkBSX19PRwOB9LT091eT09Ph91u9/oeu90u63gAWL58OZqamrr/nDlzRk4zfVK6DHftD4ZzGoaIiEhDhlz2Gxsbi9jYWNXPK5ZB97Vc15MtMRZP3no9E1SJiIg0JisgSUtLQ1RUFOrq6txer6urg81m8/oem80m63gtict1H9xSDgvgFpSI4x8PF16HrLR4JqgSERGFkKwpm5iYGIwZMwYlJSXdrzmdTpSUlKCgoMDrewoKCtyOB4A9e/b4PF5rgZbrLi4cgll5A1AwuC+DESIiohCRPWWzdOlS3H333Rg7dizy8/Oxfv16tLS0YP78+QCAu+66CwMGDMCaNWsAAIsXL8bNN9+MX//615gxYwa2b9+ODz/8EC+++KK6n0QGLtclIiIyFtkByezZs/HVV1/hiSeegN1uR15eHoqLi7sTV0+fPg2r9crAy4033oitW7fi8ccfx6OPPoohQ4bg73//e8hrkHhiGXQiIiLjkF2HRA9y1jETERGRMWhWh4SIiIhICwxIiIiISHcMSIiIiEh3DEiIiIhIdwxIiIiISHcMSIiIiEh3DEiIiIhIdwxIiIiISHeG3O3Xk1i7rbm5WeeWEBERkVRivy2lBmtYBCQXL14EAGRmZurcEiIiIpLr4sWLSEpK8ntMWJSOdzqd+PLLL9GnTx9YLOptgNfc3IzMzEycOXPG1CXpeR+u4L3owvvQhfehC+/DFbwXXaTeB0EQcPHiRfTv399tnztvwmKExGq14lvf+pZm509MTDT1L5aI9+EK3osuvA9deB+68D5cwXvRRcp9CDQyImJSKxEREemOAQkRERHpztQBSWxsLFauXInY2Fi9m6Ir3ocreC+68D504X3owvtwBe9FFy3uQ1gktRIREVFkM/UICRERERkDAxIiIiLSHQMSIiIi0h0DEiIiItIdAxIiIiLSXcQHJBs3bkRWVhbi4uIwbtw4lJWV+T3+L3/5C4YOHYq4uDgMHz4cu3fvDlFLtSXnPnzyySf47//+b2RlZcFisWD9+vWha2gIyLkXRUVFuOmmm5CSkoKUlBQUFhYG/B0KF3Luw+uvv46xY8ciOTkZCQkJyMvLw5///OcQtlY7cr8jRNu3b4fFYsFtt92mbQNDRM59eOWVV2CxWNz+xMXFhbC12pL7O3HhwgUsXLgQGRkZiI2NxXXXXRcRfYec+/Cd73ynx++ExWLBjBkzpF9QiGDbt28XYmJihM2bNwuffPKJsGDBAiE5OVmoq6vzevyBAweEqKgo4Ze//KVQVVUlPP7440J0dLRw5MiRELdcXXLvQ1lZmfCzn/1M2LZtm2Cz2YTnn38+tA3WkNx7MW/ePGHjxo3C4cOHhaNHjwr33HOPkJSUJHzxxRchbrm65N6Hd955R3j99deFqqoq4cSJE8L69euFqKgoobi4OMQtV5fc+yCqqakRBgwYINx0003CrFmzQtNYDcm9Dy+//LKQmJgo1NbWdv+x2+0hbrU25N6L9vZ2YezYscL06dOF/fv3CzU1NcK7774rVFRUhLjl6pJ7HxoaGtx+HyorK4WoqCjh5ZdflnzNiA5I8vPzhYULF3b/v8PhEPr37y+sWbPG6/E/+tGPhBkzZri9Nm7cOOH+++/XtJ1ak3sfXA0cODCiApJg7oUgCMLly5eFPn36CH/84x+1amJIBHsfBEEQRo0aJTz++ONaNC9klNyHy5cvCzfeeKPwhz/8Qbj77rsjIiCRex9efvllISkpKUStCy259+KFF14QBg0aJHR0dISqiSER7HfE888/L/Tp00e4dOmS5GtG7JRNR0cHDh06hMLCwu7XrFYrCgsLUVpa6vU9paWlbscDwNSpU30eHw6U3IdIpca9aG1tRWdnJ1JTU7VqpuaCvQ+CIKCkpATHjh3DpEmTtGyqppTeh6eeegr9+vXDvffeG4pmak7pfbh06RIGDhyIzMxMzJo1C5988kkomqspJfdi586dKCgowMKFC5Geno7c3Fw888wzcDgcoWq26tT4rnzppZcwZ84cJCQkSL5uxAYk9fX1cDgcSE9Pd3s9PT0ddrvd63vsdrus48OBkvsQqdS4F8uWLUP//v17BK7hROl9aGpqwlVXXYWYmBjMmDEDv/3tbzFlyhStm6sZJfdh//79eOmll1BUVBSKJoaEkvvw7W9/G5s3b8aOHTuwZcsWOJ1O3Hjjjfjiiy9C0WTNKLkXn3/+Of7617/C4XBg9+7dWLFiBX7961/jF7/4RSiarIlgvyvLyspQWVmJn/zkJ7Ku20vW0UQmtnbtWmzfvh3vvvtuRCXwSdWnTx9UVFTg0qVLKCkpwdKlSzFo0CB85zvf0btpIXHx4kXceeedKCoqQlpamt7N0VVBQQEKCgq6///GG2/EsGHD8Pvf/x6rV6/WsWWh53Q60a9fP7z44ouIiorCmDFjcPbsWfzqV7/CypUr9W6eLl566SUMHz4c+fn5st4XsQFJWloaoqKiUFdX5/Z6XV0dbDab1/fYbDZZx4cDJfchUgVzL5599lmsXbsWe/fuxYgRI7RspuaU3ger1Yprr70WAJCXl4ejR49izZo1YRuQyL0P1dXVOHnyJGbOnNn9mtPpBAD06tULx44dw+DBg7VttAbU+I6Ijo7GqFGjcOLECS2aGDJK7kVGRgaio6MRFRXV/dqwYcNgt9vR0dGBmJgYTdushWB+J1paWrB9+3Y89dRTsq8bsVM2MTExGDNmDEpKSrpfczqdKCkpcYvsXRUUFLgdDwB79uzxeXw4UHIfIpXSe/HLX/4Sq1evRnFxMcaOHRuKpmpKrd8Jp9OJ9vZ2LZoYEnLvw9ChQ3HkyBFUVFR0/7n11ltxyy23oKKiApmZmaFsvmrU+H1wOBw4cuQIMjIytGpmSCi5FxMmTMCJEye6g1MAOH78ODIyMsIyGAGC+534y1/+gvb2dtxxxx3yLyw38zacbN++XYiNjRVeeeUVoaqqSrjvvvuE5OTk7uVpd955p/DII490H3/gwAGhV69ewrPPPiscPXpUWLlyZcQs+5VzH9rb24XDhw8Lhw8fFjIyMoSf/exnwuHDh4XPPvtMr4+gGrn3Yu3atUJMTIzw17/+1W1J28WLF/X6CKqQex+eeeYZ4Z///KdQXV0tVFVVCc8++6zQq1cvoaioSK+PoAq598FTpKyykXsfVq1aJbz99ttCdXW1cOjQIWHOnDlCXFyc8Mknn+j1EVQj916cPn1a6NOnj7Bo0SLh2LFjwltvvSX069dP+MUvfqHXR1CF0n8bEydOFGbPnq3omhEdkAiCIPz2t78VrrnmGiEmJkbIz88XDh482P13N998s3D33Xe7Hf/aa68J1113nRATEyNcf/31wq5du0LcYm3IuQ81NTUCgB5/br755tA3XANy7sXAgQO93ouVK1eGvuEqk3MfHnvsMeHaa68V4uLihJSUFKGgoEDYvn27Dq1Wn9zvCFeREpAIgrz78PDDD3cfm56eLkyfPl0oLy/XodXakPs78f777wvjxo0TYmNjhUGDBglPP/20cPny5RC3Wn1y78Onn34qABD++c9/KrqeRRAEQf64ChEREZF6IjaHhIiIiMIHAxIiIiLSHQMSIiIi0h0DEiIiItIdAxIiIiLSHQMSIiIi0h0DEiIiItIdAxIiIiLSHQMSIiIi0h0DEiIiItIdAxIiIiLS3f8PFKpZdbreAg8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(muniPop*99./statePop, weights=muniPop*99./statePop, bins=np.linspace(0,0.9,19))\n",
    "print(\"weighted histogram of muniPop / legislative district\")\n",
    "plt.show()\n",
    "plt.scatter(muniPop*99./statePop, muniLean)\n",
    "print(\"scatterplot of muni Lean by muni Pop / LD\")\n",
    "plt.axhline(0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2d482505-a8ba-4a6b-a830-bcbc20b68286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let's re-pull in the anysplit HDvtdLists\n"
     ]
    }
   ],
   "source": [
    "print(\"Let's re-pull in the anysplit HDvtdLists\")\n",
    "HDfile = \"anysplit99_HDstats\"\n",
    "HDdf = pd.read_csv(\"./2025_nosplit_output/\"+HDfile+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt = HDdf['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf.columns.values:\n",
    "    HDvtdString = HDdf['HDunitList']\n",
    "else:\n",
    "    HDvtdString = HDdf['HDvtdList']\n",
    "nHDs = len(HDvtdString)\n",
    "HDvtdList = [ast.literal_eval(HDvtdString[h]) for h in range(nHDs) ]\n",
    "HDpartialList = [ast.literal_eval(HDdf[\"partials\"][h]) for h in range(nHDs) ]\n",
    "HDpartialFrac = [ast.literal_eval(HDdf[\"HDvtdFrac\"][h]) for h in range(nHDs) ]\n",
    "for h in range(nHDs):\n",
    "    for i, v in enumerate(HDpartialList[h]):\n",
    "        if HDpartialFrac[h][i] > 0.5:  #the anysplit list had partials.  Bifurcate vtd's into full-in or all out\n",
    "            if v not in HDvtdList[h]:\n",
    "                HDvtdList[h].append(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2929833f-4993-4824-a5df-51ed7fd58587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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REV/96ldj7dq18fDDD0dtbe3ga0suuOCCuOCCC8ZxKQDAZJR3jDQ3N8exY8di7dq10d3dHXV1ddHR0TH4otbDhw9HcfE7F1zuvffeOHXqVPzRH/3RkOO0tbXFnXfeeXazBwAmvbw/ZyQFnzMCk4vPGQEiCvQ5IwAA402MAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAIKkxxciWLVuitrY2ysvLo76+Pvbu3Tvi2IMHD8Yf/uEfRm1tbRQVFcWmTZvGOlcAYArKO0Z27NgRra2t0dbWFvv374+FCxdGU1NTHD16dNjxb775ZsydOzfWr18f1dXVZz1hAGBqyTtGNm7cGKtWrYqWlpZYsGBB3HfffXH++efH1q1bhx1/zTXXxNe//vX41Kc+FWVlZWc9YQBgaskrRk6dOhX79u2LxsbGdw5QXByNjY3R1dU1bpPq7++Pvr6+ITcAYGrKK0aOHz8eAwMDUVVVNWR7VVVVdHd3j9uk2tvbo7KycvBWU1MzbscGACaWCflumjVr1kRvb+/g7ciRI6mnBAAUyLR8Bs+cOTNKSkqip6dnyPaenp5xfXFqWVmZ15cAwHtEXldGSktLY9GiRdHZ2Tm4LZfLRWdnZzQ0NIz75ACAqS+vKyMREa2trbFy5cpYvHhxLFmyJDZt2hQnT56MlpaWiIhYsWJFzJkzJ9rb2yPiVy96feaZZwb/9yuvvBI//elP44ILLojLLrtsHJcCAExGecdIc3NzHDt2LNauXRvd3d1RV1cXHR0dgy9qPXz4cBQXv3PB5dVXX42rr7568OsNGzbEhg0bYunSpbFnz56zXwEAMKkVZVmWpZ7EmfT19UVlZWX09vZGRUVF6ukAZ1C7elfBjv3i+mUFOzYwvkb7+3tCvpsGAHjvECMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUtNSTwAgH7Wrd4167IvrlxVwJsB4cWUEAEhKjAAASXmaBhiVfJ4eAciHKyMAQFJiBABISowAAEmJEQAgKTECACQ1phjZsmVL1NbWRnl5edTX18fevXvfdfxjjz0W8+fPj/Ly8rjqqqti9+7dY5osADD15B0jO3bsiNbW1mhra4v9+/fHwoULo6mpKY4ePTrs+B//+Mfx6U9/Oj7zmc/EgQMH4oYbbogbbrgh/u3f/u2sJw8ATH5FWZZl+exQX18f11xzTWzevDkiInK5XNTU1MStt94aq1evPm18c3NznDx5Mv7hH/5hcNtHPvKRqKuri/vuu29U99nX1xeVlZXR29sbFRUV+UwXGCeT8XNGfBw8pDXa3995fejZqVOnYt++fbFmzZrBbcXFxdHY2BhdXV3D7tPV1RWtra1DtjU1NcXjjz8+4v309/dHf3//4Ne9vb0R8atFAWnk+t9MPYW8+ZkBab39PXim6x55xcjx48djYGAgqqqqhmyvqqqKf//3fx92n+7u7mHHd3d3j3g/7e3tsW7dutO219TU5DNd4D2uclPqGQARESdOnIjKysoR/31Cfhz8mjVrhlxNyeVy8V//9V/xvve9L4qKisbtfvr6+qKmpiaOHDkyZZ/+meprtL7Jb6qv0fomv6m+xkKuL8uyOHHiRMyePftdx+UVIzNnzoySkpLo6ekZsr2npyeqq6uH3ae6ujqv8RERZWVlUVZWNmTbjBkz8plqXioqKqbkf2D/11Rfo/VNflN9jdY3+U31NRZqfe92ReRteb2bprS0NBYtWhSdnZ2D23K5XHR2dkZDQ8Ow+zQ0NAwZHxHx5JNPjjgeAHhvyftpmtbW1li5cmUsXrw4lixZEps2bYqTJ09GS0tLRESsWLEi5syZE+3t7RERcdttt8XSpUvjG9/4Rixbtiy2b98e//Iv/xJ/+7d/O74rAQAmpbxjpLm5OY4dOxZr166N7u7uqKuri46OjsEXqR4+fDiKi9+54HLttdfGww8/HHfccUd85StfiQ984APx+OOPxwc/+MHxW8UYlZWVRVtb22lPCU0lU32N1jf5TfU1Wt/kN9XXOBHWl/fnjAAAjCd/mwYASEqMAABJiREAICkxAgAkNeViZMuWLVFbWxvl5eVRX18fe/fufdfxmzZtiiuuuCLOO++8qKmpiS996Uvxy1/+8qyOWUjjvb4777wzioqKhtzmz59f6GWMKJ/1vfXWW3HXXXfFvHnzory8PBYuXBgdHR1ndcxzYbzXOJHO4Q9/+MP45Cc/GbNnz46ioqJ3/RtUb9uzZ098+MMfjrKysrjsssti27Ztp42ZKOewEOubSOcvIv81vvbaa3HTTTfF5ZdfHsXFxfHFL35x2HGPPfZYzJ8/P8rLy+Oqq66K3bt3j//kR6EQ69u2bdtp57C8vLwwCziDfNe3c+fO+PjHPx6XXHJJVFRURENDQzzxxBOnjSv492A2hWzfvj0rLS3Ntm7dmh08eDBbtWpVNmPGjKynp2fY8Q899FBWVlaWPfTQQ9kLL7yQPfHEE9msWbOyL33pS2M+ZiEVYn1tbW3ZlVdemb322muDt2PHjp2rJQ2R7/q+/OUvZ7Nnz8527dqVHTp0KPvWt76VlZeXZ/v37x/zMQutEGucSOdw9+7d2e23357t3Lkzi4jse9/73ruOf/7557Pzzz8/a21tzZ555pnsnnvuyUpKSrKOjo7BMRPpHBZifRPp/GVZ/mt84YUXsj/90z/N/v7v/z6rq6vLbrvtttPGPPXUU1lJSUn2ta99LXvmmWeyO+64I5s+fXr29NNPF2YR76IQ63vggQeyioqKIeewu7u7MAs4g3zXd9ttt2Vf/epXs71792b/8R//ka1ZsyabPn36Of85OqViZMmSJdnnP//5wa8HBgay2bNnZ+3t7cOO//znP5997GMfG7KttbU1++3f/u0xH7OQCrG+tra2bOHChQWZb77yXd+sWbOyzZs3D9n2B3/wB9nNN9885mMWWiHWOJHO4f81mh+EX/7yl7Mrr7xyyLbm5uasqalp8OuJdg7fNl7rm6jnL8tGt8b/a+nSpcP+sr7xxhuzZcuWDdlWX1+f/cmf/MlZzvDsjNf6HnjggayysnLc5jVe8l3f2xYsWJCtW7du8Otz8T04ZZ6mOXXqVOzbty8aGxsHtxUXF0djY2N0dXUNu8+1114b+/btG7zc9Pzzz8fu3bvjE5/4xJiPWSiFWN/bfv7zn8fs2bNj7ty5cfPNN8fhw4cLt5ARjGV9/f39p10KPe+88+JHP/rRmI9ZSIVY49smwjkci66uriGPR0REU1PT4OMx0c5hvs60vrdN1vM3WqN9HCazN954Iy699NKoqamJ66+/Pg4ePJh6SmOSy+XixIkTcfHFF0fEufsenDIxcvz48RgYGBj8JNi3VVVVRXd397D73HTTTXHXXXfF7/zO78T06dNj3rx58dGPfjS+8pWvjPmYhVKI9UVE1NfXx7Zt26KjoyPuvffeeOGFF+K6666LEydOFHQ9/99Y1tfU1BQbN26Mn//855HL5eLJJ5+MnTt3xmuvvTbmYxZSIdYYMXHO4Vh0d3cP+3j09fXFf//3f0+4c5ivM60vYnKfv9Ea6XGYDOdwNK644orYunVrfP/7348HH3wwcrlcXHvttfHyyy+nnlreNmzYEG+88UbceOONEXHufo5OmRgZiz179sTf/M3fxLe+9a3Yv39/7Ny5M3bt2hV333136qmNi9Gs7/d///fjj//4j+NDH/pQNDU1xe7du+P111+PRx99NOHMR+eb3/xmfOADH4j58+dHaWlpfOELX4iWlpYhf45gshvNGifzOcT5mwoaGhpixYoVUVdXF0uXLo2dO3fGJZdcEt/+9rdTTy0vDz/8cKxbty4effTReP/7339O7zvvv00zUc2cOTNKSkqip6dnyPaenp6orq4edp+/+qu/iuXLl8ctt9wSERFXXXVVnDx5Mj772c/G7bffPqZjFkoh1jfcL+0ZM2bE5ZdfHs8999z4L+JdjGV9l1xySTz++OPxy1/+Mv7zP/8zZs+eHatXr465c+eO+ZiFVIg1DifVORyL6urqYR+PioqKOO+886KkpGRCncN8nWl9w5lM52+0RnocJsM5HIvp06fH1VdfPanO4fbt2+OWW26Jxx57bMhTMufq5+iU+b+QpaWlsWjRoujs7BzclsvlorOzMxoaGobd58033zztF3JJSUlERGRZNqZjFkoh1jecN954Iw4dOhSzZs0ap5mPztk81uXl5TFnzpz4n//5n/jud78b119//VkfsxAKscbhpDqHY9HQ0DDk8YiIePLJJwcfj4l2DvN1pvUNZzKdv9Eay+MwmQ0MDMTTTz89ac7hI488Ei0tLfHII4/EsmXLhvzbOfseHLeXwk4A27dvz8rKyrJt27ZlzzzzTPbZz342mzFjxuBbrJYvX56tXr16cHxbW1t24YUXZo888kj2/PPPZ//4j/+YzZs3L7vxxhtHfczJvr4/+7M/y/bs2ZO98MIL2VNPPZU1NjZmM2fOzI4ePTrh1/eTn/wk++53v5sdOnQo++EPf5h97GMfy37zN38z+8UvfjHqY55rhVjjRDqHJ06cyA4cOJAdOHAgi4hs48aN2YEDB7KXXnopy7IsW716dbZ8+fLB8W+/9fUv/uIvsmeffTbbsmXLsG/tnSjnsBDrm0jnL8vyX2OWZYPjFy1alN10003ZgQMHsoMHDw7++1NPPZVNmzYt27BhQ/bss89mbW1tyd7aW4j1rVu3LnviiSeyQ4cOZfv27cs+9alPZeXl5UPGnCv5ru+hhx7Kpk2blm3ZsmXIW5Nff/31wTHn4ntwSsVIlmXZPffck/3Gb/xGVlpami1ZsiT7yU9+MvhvS5cuzVauXDn49VtvvZXdeeed2bx587Ly8vKspqYm+9znPjfkB/2Zjnmujff6mpubs1mzZmWlpaXZnDlzsubm5uy55547hysaKp/17dmzJ/ut3/qtrKysLHvf+96XLV++PHvllVfyOmYK473GiXQOf/CDH2QRcdrt7TWtXLkyW7p06Wn71NXVZaWlpdncuXOzBx544LTjTpRzWIj1TaTzl2VjW+Nw4y+99NIhYx599NHs8ssvz0pLS7Mrr7wy27Vr17lZ0P9TiPV98YtfHPzvs6qqKvvEJz4x5HM6zqV817d06dJ3Hf+2Qn8PFmXZCNfrAQDOgSnzmhEAYHISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEn9L6OZdyQ1a3FYAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist( [ np.sum([tractPop[v]*99./statePop for v in HDvtdList[h] ]) for h in range(nHDs) ],weights = HDwt,bins=np.linspace(0.8,1.2,41) )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "11b52bd1-e69e-4b10-a3b0-5b9db939ef10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Another new-for-2025 block - plotting muni99 and muni15 nosplit impact in b/r, citysize space\n",
      "Start w legislative; there are 377 munis > 0.05 of a legisl district but smaller than a LD\n",
      "we will now compute their nominal background GOP lean, based on districts that captured 0.25 to 0.75 of that city's pop under anysplit drawing\n",
      "computing background GOP for muni 1 our 0 th qualifying muni\n",
      "computing background GOP for muni 205 our 100 th qualifying muni\n",
      "computing background GOP for muni 396 our 200 th qualifying muni\n",
      "computing background GOP for muni 1227 our 300 th qualifying muni\n",
      "WARNING no HDs with partial intersections found for muni 1439 w pop 7060.0 vtds [2273, 2274, 2275]\n",
      "WARNING no HDs with partial intersections found for muni 1873 w pop 6495.0 vtds [3512]\n",
      "Now classify qualifying munis based on their blue capacity...\n",
      "of the 375 big-enough munis, only 63 had opposite partisanship for muni and its surroundings\n",
      "of these, only 15 normally create a district with the same lean as the whole muni\n"
     ]
    }
   ],
   "source": [
    "print(\"Another new-for-2025 block - plotting muni99 and muni15 nosplit impact in b/r, citysize space\")\n",
    "#...some preliminaries in above 2 blocks: the list of munis and their VTD lists for munis < 1 CD and those < 1 LD, muniLeans\n",
    "\n",
    "aDP = statePop / 99.\n",
    "minCityPopFrac = 0.05 # adjust this based on DOX output\n",
    "nonsmallMuniList, nonsmallMuniBlueness = list(), list()\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > minCityPopFrac * aDP and muniLean[m] != 0.5 :\n",
    "        nonsmallMuniList.append(m)\n",
    "        nonsmallMuniBlueness.append(0.5 - muniLean[m])\n",
    "print(\"Start w legislative; there are\",len(nonsmallMuniList),\"munis >\",minCityPopFrac,\"of a legisl district but smaller than a LD\")\n",
    "aDP = statePop/99.\n",
    "minCityFrac, maxCityFrac = 0.25, 0.75\n",
    "print(\"we will now compute their nominal background GOP lean, based on districts that captured\",minCityFrac,\"to\",maxCityFrac,\"of that city's pop under anysplit drawing\")\n",
    "qualifiedMuniList, qualifiedBkgGOPs, qualifiedHDs = list(), list(), list()\n",
    "for i,m in enumerate(nonsmallMuniList):\n",
    "    minCapturedPop, maxCapturedPop = minCityFrac * muniPop[m], maxCityFrac * muniPop[m]\n",
    "    if i%100 == 0:\n",
    "        print(\"computing background GOP for muni\",m,\"our\",i,\"th qualifying muni\")\n",
    "    runningBkgGOP, runningHDs = list(), list()\n",
    "    mVTDset = set(muniVTDlist[m])\n",
    "    for h in range(nHDs):\n",
    "        mHDset = mVTDset.intersection( set(HDvtdList[h]) )\n",
    "        if len(mHDset ) > 0 :\n",
    "            mHDpop = np.sum([tractPop[v] for v in mHDset])\n",
    "            if mHDpop > minCapturedPop and mHDpop < maxCapturedPop:  #this district appreciably split the city\n",
    "                runningHDs.append(h)\n",
    "                nonCityDems, nonCityReps = 0., 0.\n",
    "                for v in set(HDvtdList[h]).difference(mVTDset):\n",
    "                    nonCityDems += unitDems[0][v]\n",
    "                    nonCityReps += unitReps[0][v]\n",
    "                runningBkgGOP.append(nonCityReps / (nonCityDems + nonCityReps) )\n",
    "    sumRunningHDwt = np.sum([HDwt[v] for v in runningHDs])\n",
    "    if sumRunningHDwt == 0:\n",
    "        print(\"WARNING no HDs with partial intersections found for muni\",m,\"w pop\",muniPop[m],\"vtds\",muniVTDlist[m])\n",
    "    else:\n",
    "        qualifiedMuniList.append(m)\n",
    "        avgRunningBkgGOP = np.sum([runningBkgGOP[j] * HDwt[HDno] for j, HDno in enumerate(runningHDs) ]) / sumRunningHDwt\n",
    "        qualifiedBkgGOPs.append(avgRunningBkgGOP)\n",
    "        qualifiedHDs.append(runningHDs)  #this is the \"envelope\" of HDs that ordinarily part-capture this city - could be useful for plotting\n",
    "\n",
    "print(\"Now classify qualifying munis based on their blue capacity...\")\n",
    "opposerList, rulerList, qualifiedRatio, avgNosplitLean = list(), list(), list(), list()\n",
    "# \"opposers\" have an opposite lean relative to their background.  \"rulers\" can force an opposing district to lean the muni's way\n",
    "for i, m in enumerate(qualifiedMuniList):\n",
    "    if (muniLean[m] - 0.5) * (qualifiedBkgGOPs[i] - 0.5) < 0. :\n",
    "        opposerList.append(m)\n",
    "        qualifiedRatio.append((muniLean[m] - 0.5) / (0.5 - qualifiedBkgGOPs[i]) )  #this number is positive for opposers\n",
    "        localLean = (muniLean[m]*muniPop[m] + qualifiedBkgGOPs[i] * (aDP - muniPop[m]) ) / aDP\n",
    "        avgNosplitLean.append(localLean)\n",
    "        if (muniLean[m] - 0.5) * (localLean - 0.5) > 0 : #more stringent - the muni has enough capacity to control the district\n",
    "            rulerList.append(m)\n",
    "print(\"of the\",len(qualifiedMuniList),\"big-enough munis, only\",len(opposerList),\"had opposite partisanship for muni and its surroundings\")\n",
    "print(\"of these, only\",len(rulerList),\"normally create a district with the same lean as the whole muni\")\n",
    "                                                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "649e01d2-23c0-40fe-aee4-4fa0f2649441",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What fractions of statePop are in these buckets?\n",
      "Category all > 0.05 aDP contains 0.54046 fraction of the state population\n",
      "Category all big-enough opposers contains 0.10903 fraction of the state population\n",
      "Category ruler munis contains 0.04334 fraction of the state population\n"
     ]
    }
   ],
   "source": [
    "print(\"What fractions of statePop are in these buckets?\")\n",
    "bucketNames = [\"all > 0.05 aDP\", \"all big-enough opposers\", \"ruler munis\"]\n",
    "bucketPop = [0. for bucket in [qualifiedMuniList, opposerList, rulerList]]\n",
    "for i, bucket in enumerate([qualifiedMuniList, opposerList, rulerList]):\n",
    "    for m in bucket:\n",
    "        bucketPop[i] += muniPop[m]\n",
    "    print(\"Category\",bucketNames[i],\"contains\",r5(bucketPop[i]/float(statePop)),\"fraction of the state population\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0b1f6130-3bd9-41a6-b845-9a023c679a16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Repeating above, but with a more inclusive range; muni and surrounding are opposers if either is between 0.46 and 0.54\n",
      "Now classify qualifying munis based on their blue capacity...\n",
      "of the 375 big-enough munis, only 127 had opposite or competitive partisanship for muni and its surroundings\n",
      "of these, only 102 normally create a district that is competitive or the same lean the whole muni\n",
      "plotting the munis that influence the fractional seat of districts that partially include them\n",
      "What fractions of statePop are in these buckets?\n",
      "Category all > 0.05 aDP contains 0.54046 fraction of the state population\n",
      "Category all big-enough competitive or opposers contains 0.20909 fraction of the state population\n",
      "Category ruler-influencer munis contains 0.15775 fraction of the state population\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ily1DASieegpr/GBYt5OimlAA1CEtKyzuRqlUYjQaW1RYFAqFsLC4EaGwBBhBQUGnvMISHBtM/o58vhz7ZYtt7/n3HhQaBSFxIQTHBrfruFaLlc0LNjvmwzuHt2t/AEqNkrPuPotBUwexZ8kefnvqNz654BOizoxizPNj6DW2FzK5f/kiCQSuYLVY2TL5RRTfHuFs5NClC3v2yPj++50AXPFgD1a+nolB1/FROHaFJTi4fc8MQesQCkuAEchdQq46CY/6v1EMum0QP93zEwW7Cpi6cSqqEBXqEDXaKC1KrZJvb/iWvUv3kjjIPV0s+jI9n1/yObnbchk2cxjn//d8tNFat+wbQKFSMPCWgQy4aQAHVxzkl9m/8PXlX6PppGHUk6MYNGUQKq3IqCkIDKpOVPHx5R9T/I8RGE9JvxH0u38k30/fDsCgvtX0fGgCvP46y69bztBhcMnpuSg/XCQ5rFxyifP+qqrQ6XRYLBZH+HH9wWKxOIUo15+vO11YWOiItGyO5gIoBK1HKCwBhlKpbDZyyZ+Ry+WYTKYWU10rg5QkDEhAE6Gh17heJJ2Z1KBNWHIYAGkfpjH4jsHtlu2DYR9QnF7MOQ+fw6UvX9ru/TWFTC6j71V96XNlH47/fZzVz67ml/t+4dcHfqXThZ0YcOUAUs5PIf60eGF5EfglH139Ece/P44iXMEta25h6egP2b8ftpxUVgAm7JnHujnrkcll2Kw2/tkCRVtquAXg0kvh448hJgauuAKAK664gp49ezqFINcNQ24sLLm5Zeeff75LUYv+Fonp6wiFJcAI5BtEq9VSXl5ObGxsk20sRgsHfjiAqdpE5m+Z9L2qb6Pt+lzZh82vb+afN/9xWWEpO1bGxvkb0WXpOO360+g+qrtD8dGX6VEFq1CHqvnz//7EZrWx49MdBEUGkTIqBbPBjNloxmQ0YTJIg9loxmQwoa/RY7PYsFlsWEwWLCYLVosVq8mK1WLFZrZJ45NtbBYbNqsNLIANVKjAANm/Z5P9e7ZD3sRXEznv0vPo3bu3Iy+EQOCL6PV61q1bx+7du1Hul65Ti87C56M/B9QYURMXpEPbLYH8bAvPKZ9vsI9B7KidmTpVGo8eDePHkxoWxqJFizx/IvUQFhb3Ip5gAYjVamXIkCHceeed3HPPPd4Wx21s3ryZoKCgphsUF3Pkl3S+ufV3x6KI1MadaFMvTKXT0E7k/JODzWpr0Rpx8KeDfHXVV8gtUnr7Q78coqR7Cfln5wPQSdOJkPIQ1s5b69hGaZBur+P7joMckEOVvorQsFBkCpljsGFDoVKgVCuRK+WOpHvyEDkKpQKFWlqnVCmlsVqJSqNCqVJK61RKRzuryUp+Wj7RvaK5YOoFbPt3G3///bfDr8lms2E0Ghk0aBAXXXQRcrm8xd9dIPAUO3bsYM2aNYSFhTFixAjGjh3LBvMG/vfk/zjjhjM4uu6owzm+XBVLyWEjFoNkQQ7vEs4Vi67AWFZN7xvOQokZfv1VUlJycmDkSFizBtas4QOAPXvg9NM79PwC+QPSGwiFJQD55ptv+P7778nKyvK2KG5lwIABhIaGNr7yt99gzBgs9AZu5MFD0wjrHgdNPC8sRgs5/+QAoNfpCYoIavLhcuy/bxM57zmepZDMsIGsrjiH09nDiMMbofCkPJWVjW5L165S4oeTQ1qwjcF5ea046/YxcuRIRo4c6bTMZrOxc+dOXn/9dRISErjhhht8Lp+QILCxWCx8+OGHxMXF8fDDDzut00ZqsWHjmi+voaa0hjWPryFtURrGCmefEd1xHcVz3mJoxEFk9qzVX34JY8ZI911mJlRXw/ffI7/5Zigv76jTC0h8QfkSCkuAEojhdM2eT1GRNB45Ev4H+r2ZZL6whKMbsiSd5XAmBAUhS+mMXCHjWI4KUAM2Xop6yREpFBIfQnjncLqN6kbPMT2JPLyV2JcfJATJQtGjYic92Fl73KYUFTs33wxyuTRs2UK/NWva8Qu4B5lMxqBBgxg0aBDHjh1j/vz5PPHEEx45lr1MREhIiEf2L/A/MjMz+fLLL5k6dSpdunRpsL74UDFym5xnZc86LY8fEM+UdVPABuk/pfPnk7+zaks0fdhCJMDkyfDpp847Cw6GAQOkaS8o5YHWJeTtcxEKS4Ail8sDTmFplpP+Gcpzh8H/jvHuVfZuoTBSwkuBKGx6GdYcEzabDGV1BVGoGTxzBMrULsjkMqqLqqk6UUVJegmrH1nNsZmvcS3LqOzVi5KRt9Ll/acchyt5bD7Rmmp47rnG5Zk+HV56SXpg2lm4EMXq1Z45/zbStWtXrr76ahYsWMADDzzgtv0eOXKEpUuXEhsby65du3j22WeJ6ojUogKfxWq18vnnnyOXy3nqqaea/GLP3ZoLgDZai9VipdvIbkz6ZpJTt+2gKYOIqjjOJzPSMP/yG1wyWFJIGtunvfigF6omB5rC4m2EwhKgKBSKgI0WapSTX0+p08Zwo/J/WI0WZGolSROGEHZmzwbNS9QJRJsKqbjxbsKGnuZYri/X892Ub7nH+AZxSFabhEOHMGc4KyYRT82ETz+SZr74AuLi4LI6VZgXLmwoo1KJ3AeVyH79+rFnzx7S0tIYPLj9EVMAX331FTfccAPdu3fHYDDwwgsvcPfdd9O5c2e37F/gX9hsNu677z4effTRFosB9risB8f/Ok51STUA+7/fz7OKZ7FoLJIvGIAMlGYboMI67nIqVWXYZDJpsB8TQCZDYbUSBqB1X5oBV/GFbpRAQigsAUogdgk1e/OfVFgUaiW9nrmxyWY2q5WK9WlEmwoBqFi7ldCz+5E18Ar27JezzSIVLLzxpLJiR2lzTsanCAkCe4K+uDgplLJnT8jIgJ9+avzgSiVKm00qauJjD7LrrruOJUuWsHfvXm6++eZ2P2gnTZrE2rVr6d69OxqNhqeffpoPP/yQlJQUxo4d6yapBf7A7t27+fjjj7nnnntcqlyct13y8ep6flfkKjnVxdUU7ixk4LUDCU8Jx2a1YbVZken1RH/4OPFVJ7BZFdgGD5a6f+VybOedB1FRyGw26VoOD4fevT17oo0gFBb3IhSWAOWUs7DYQ3YtFqmy2bXXwuOPSz4tJ9Efy0eW2pVwap33wv97P7L/TqUr0BWonnwrCWckUDPtYbJvepxeqxpaSrKTh9AZwJ6gT30yNfjPP8OCBTBkSOMy2vvQrVav9Ke3xPXXX8/Bgwd58cUXOffcc7ngggvavK8NGzZwSZ3kXUqlknvuuYcVK1awevVqp3VVVVXs27cPhUJBv3790HrhS1jgXrKysvjll1/Q6/UkJSXx0ksvuRxWH9FViuy7edXNqIJVZG/J5sPhHzLikRHOtbR27IA30wGQWSzI7B9oe/ciO/dcePJJd55SmxFdQu6jXQrL/PnzmT17NjNnzmTBggUALFq0iK+++oq0tDQqKiooLS0lMjKy2f3MmTOHZ591drDq06cPBw4caI94bsXfLrpTzsJiVxp69ICqk1WZV6+GpUvhggski0ZhIRqcIw1CkdqaZGpKP/yG66ZKiaYK3v2GuD++bXCY40G90Mx9WpqxW1jsiex694Z33mlaRvsD22z2SYUFpPvu8ccf56+//uLpp59m/PjxDBs2rFX7+Oeff9Dr9aSmpjZYN2HCBNasWcPrr7+OWq3GbDYTFhZGYmIiwcHBfPnll+h0Os444wwnpUbg+6SlpfHnn39is9lITU1l+PDh9OjRg7CwsFbtx14tPX9nPr/O+NVhcQlLamI/27bBWWfVzt94I7z+OgQFScP06VISOS8gfFjcS5sVlq1bt/L+++8zwO6BfZLq6mrGjBnDmDFjmD17tsv7O+2001hTJ4LC15Jc+ZtpLxAz3jargF1wgeQ3YjRKykBeHsyfL0UOnKSZDC6obEZiH7gFbpdCH2OQU66OB0DXfxjyTz+m/Pt1dH7+XmT23CV2hUXtYvG1ugqLFxwAW8N5553Hueeey4YNG3jllVdISEigV1UvtMFaUi9OJbxzeIN7oqysjA8++IDTTjuN6dOnN7nv0aNHM3r06EbXXXTRRQC89tprQmHxA2w2GytWrODQoUOcddZZzJgxo925feRKafuPzpV8xEISQhj/znhC4l2MNLvgAti4UYoYys2VumpvbLqb2JP423vD12mTVlBZWclNN93E4sWLmTt3rtM6e6TB+vXrWyeIUklionvqugikGyU9PZ1ffvnFUSvj3HPPbTZLrF+j1UpfUnW57z7YtUvyGbEPOTnScuBPRnA+Gx3N5braPA1KrJheeg1m3oC9hGHo2f2c92/vErr9dujSpfYY0Pj02rXO2/k4MpmMCy+8kAsvvJCc4zl8kPKB03pFsAJLtaQUR7wYQXBkMPfdd1+bCsJVV1c7tvvpp58YOnRo+08ggLCarVjNVooPFZO1MYsDaw9QdLCI0ORQ4nrG0evCXvQa36tDKxdnZGSwZMkSrrrqKq688kq37XfgrQPpNKQTVrP0gRLTJwalphWvqnvvlQaLRfpIyM6GmhrhdBsAtElhmT59OuPHj2f06NENFJa2cujQIZKTkwkKCuKcc85h3rx5pKSkNNrWYDBgMNRW6NTpdG6RIZA466yzOPPMM9m7dy9yuZzS0lJ++uknr6Sn9hpdukhDHcxmMzesWcOyJUsZoVBgw0Z5lo43ur3BnSyiE1JIZd7Ln5E084bm99+1qzROSam1mMhktUP9+cmTWfnvv1wR3v4qzh1Npy6dGiyzKysAMx+e2WK24B07dvDUU09x+eWXYzabGTBggMN/ZdasWYwePRqNRuNQsk91jFVGcrbksO2Dbez7el/tCjkEdwsmpk8MlfmV7Enbw853doISai6t4Ywbz2DcuHEeCyPPzc1l2bJlxMXF8d///tft2ZJlMhlx/eNc3+CHH6QPE3u+I5msdgzw2GPw3/+CXl9r5RT4Ja3+95YsWUJaWhpbt251mxDDhg3jk08+oU+fPuTl5fHss89y/vnns2fPnkb7P+fNm9fA50XgTFBQEI888ohj/vjx425TLv2ZvXv3Ehsfj0xlv/RlRKZGAqAjjE6ADRkRY85teWcRJ9P+f/EFuPhyeGLAAL64/voGy+393Fqtlk/rJ7/yEa767Cp+uPUHp2XXLb+OyNRIJ2VFp9OxbNkyKisr+fvvv9m2bRsvvfQSWq2W5cuXY7Va0Wq1bNmyhc6dOzNmzBhHLhiVSsW6deswGAwUFmp46SUjDzygpkePDj5ZL6DL0ZH5WyYZf2Sw77N9Ddb3ndiXYTOHkXxWMupQZ0tKSWYJC89cSHJ1MqNHj+bHH3+koqLC4UMRGxtLr1696NWrFxEREdhsNk6cOEFGRgaHDh2i8mQCRJs9qobaa9K+fVlZGUajkejoaKZNm4bG292a8fFUq1QEu/Jc81IJCpvNxurVq5k0aZJXjt8UdS0/9v+5/v9en+zsbEeXrbdolcJy/PhxZs6cyerVq5uv6dJK6oY5DhgwgGHDhtG1a1eWLVvGHXfc0aD97NmzeeihhxzzOp2u0YyJglrkcjlr1qxhch2fjtZS/8Kuu8y+vP7F7k6ns5qamjZv++eff/LGG29QXV3Niy++2GD9U6an4PYj2L5IR7ZuHcHF2bAhp7ZBXdOufXrfyZdKKxxo+/bty9KlS5tc357/x9OcSDqBdrIWZYwSuVaOIlbBuoJ1UABska4Fq9VKREQEEyZMID4+nqFDh3Leeeeh0+m49tprnfY3fPhwx3RQUBApKSnce++9REREUFJSwo03BrNxYwRvv20jJ0dGUsOi2wFBeXk5X937FYVLCptsE54SjtViJfO3TA6vPoxMebKCsEIOcuk+s2JFE6whISGB2267zbGtzWajuLiYQ4cO8eOPP1JeXi5ZMeLi6NWrFxMnTiS8GaufzWajqKiI8PBw7yspdUlOZurEiSxdskSKvLNYpK5Xq7V2bB+CgrxiXZHL5YwaNYp33323w4/tbpYtW+b12mOt+ge3b99OYWGhU3Ipi8XChg0bWLhwIQaDwS01SSIjI+nduzcZGRmNrtdoNL514/gBCoWCiy++mA8++KDlxj5KW1/me/bs4f/+7/9YuXJlk87ccqUcQoOlB11rviK0Wrc60PpqREF6ejp5eXk8uuTRVm13Vp3ojUWLFnHrrbc2+rGTmJjo+Ah58mQ46rRpJjZuBJtNRs+eJvbuVdFI4JFfUVJSQkxMDFdccQWXXHIJVquV8PBwQiqdHUplChmpF6UybOYwlkxYgi5Lhy5LR/qK9Cb3LUOG+URD/yiZTEZsbCyxsbGcc845rZbZrtz4LDKZ9NHgg5F3wofFvbRKYRk1ahS7d+92WjZ16lT69u3LY4895rYCapWVlWRmZnLLLbe4ZX+CUytVv9VqZc6cOVRUVFBeXk5WVhYrVqxoOfLsjTfgwQedl9VXIOrPR0X5fMSPO1ixYgWzZs1q9Xb2DwuFQkFERASvvfYaMpmMKVOmkJyc7NT2hRf0WK0ylixRs2+fDLlcwccfw9SpUF2tYuDAGr77LohRo/zzJbBjxw4++ugj3n//fcaPH09SUpLji9V6ixWDzgAykCvkaMKl3626WMr2OnLeSLpd3A1NmAarRXLAtZkli5bVYgUrfHjxhyQMSvDa+QkEnqZVCktYWBin1yvPHRISQkxMjGN5fn4++fn5DuvI7t27CQsLIyUlhejoaEBSfCZOnMj9998PwMMPP8wVV1xB165dyc3N5ZlnnkGhUHDDDS04PQpcRqFQ+OzXu6u4Kv/69espLCzkP//5D5GRkQ1ejE2iUkGvXu2QsP1ERES02N9dv6/ZPi+TyTCbzY1+ONRt29i0K3K98847bN++nXfffdclC6fNZmP//v2MHz+emJgYLr/8cgAyMswMHlzKoEGl3H9/FCkp8NRTBlascLa8WK1ypk6Vprt3ryYuzsro0TIuucTMzz8rHelvfJ1169axdetWBg4cyBtvvNHoV7dcKUcb3TCKRV+mByBvax7nP35+s8exBFnQaJv+X/78U0pZIpPBpEng6m3hy/j6M03kYXEvbu/Ue++995wcYu3ZMj/++GNHv2pmZiZFRbWpz7Ozs7nhhhsoLi4mLi6OESNGsHnzZt82Q/oZcrk84G+cHTt28H//939YrVYWLlzol2Hyixcv9rYIzfLee+81aakqLS1l+fLlJCUlUVZWRnZ2NgMHDmT58uVO2WtffllJQUEcv/0Gv/1mX1r7ol27FgYOhPJy+OUXCA2FUaOCSU6W3BBWr1aiVsN338HEiR482XZgMBj47bff2LFjByNGjODRR1vXlWZHoZaUz74T+7bc2AYKVa2yWlUFFRWSv+mzzzrnNKypgVakyfJZqqurueqqq5g4cSJTpkzxtjgNEF1C7qXdCkv9fCtz5sxhzpw5zW5z9OhRp/klS5a0V4xTjroe/HZnx7rT9u4f+/KKigp0Oh3Hjh0DnG+k+jeVTCZDJpORkJDgcwn86rNx40Y+//xz8vLy6NSpE++8807g5prxAUwmE2tP5pOxXzfV1dU8+OCDyGQyJk2axM6dOwkKCqJLly6MHTu2wfU1f74UiVrYhI/pqFENlykUNLCoXH01zJ9v4LHHPN8lV1NTg1KpJC0tjZKSEgwGg8OXTqVSoVarqaqqIjs7m+LiYo4fP860adOYEBwMxcVS7p023EtmveSTEtbJhWyxNlCejH776iu46aaGTbZuhUsuCZzo3p9++omioiJuvvlmn1RYwPetQP5EgFy2niczM9MjoWn1TYatmbcrFnXX2fvE7evqttHpdMyfP7+BDI3dUMePH+fiiy/m4YcfbucZeoaXXnqJv//+m/79+/Pwww/Tqx1dOZWVkJYmRSkPHOhGIQOQqVOnkp+f71COQcpts3jxYqduR5vNxvz587n99tsbRKBERcGRI5CVJSUmNpmkcd2hqWUWC9xwA9iNZ9nZP/LKK1nMnDkTlZv7iKxWK1u3bmXTpk2UlZURExPDDz/8wKJFiwgKCkKv12MymTAajRiNRpKSkhh+7BjB27dDfDz88w/cfHPtDm+7TVo2Zw5cd53TsXQ6SZn48kv7saWhujgIK2dQOvYmVFF1C3DWJibsXJAGwC305sjRnjzwgOSOBfDqq1K1CptNKqsVHg5n6P7C9PFRXnujgOt/vJ6wpDBe6/Qa2hgt4Z3CMdWYKDlUAkC3Ud0IjnVOBFhfAQ03FXPujDMJOe9MqZ7WI4/A6afDN994PJzYHnnWVOZkbyMsLO5FKCwu0qNHD1577TVvi9FhrF27ls2bN3tbDCfS0tK49tprkcvlxMfH88MPP7R7n9u2wWuvwddf1y7buRPqVZwQnCQ0NJSePXs2WN6/f/8Gy3788UdycnIaDZkNDoa+LvRyNMUzz8DBg/DWW5PIy8tj2rRpjpQIZ599tqP4Z1sCAYqLi/nmm2+orKzk3HPPZcaMGQ5l7M8//6RHc0lh7roL/vrLednFF8O6dfDJJ9L8t982UFiGDQN76bThwyWLklwO1SUytnM1U1XLSLAcrBdeL+UMsnM377NhyUWO+UOHpKz0AHs2lrL0yWy2fnaAUdZ9mPaDCajMr+TjER8DYKoykXJBCnKlnL1L91KZV8mxP49hNdY663cb1c1JbmVNJZf8PR3ql906dEgyla1b1/Rv5QaUSqVPW+gDybriC8qXUFgEjaJWqzGZTC037EAGDx7MsmXL3La/lSthwoSGy+1WlgsugD/+cNvhAurh5QpRUVGcOHGCfv36tdy4ldTtdU5KSuKDDz7AZDKxfft2Xn/9dQoLC/nss8/Iz893aX82m43t27ezfv16oqOjueGGGxooWi49sHPq5O6ZM0cq23D8OJx3nrRs6dIGygrUKitXXAErVtQu3/VNNgOv6038gifpdMfpDbaryy5ZKRP6H+K62b1QV5fx3oW/EpbrHAZdN19x1wu6krstF7PeTKdhnbhz852OdaVHSkn/Md1JWQGY9O0kgiJqnaMNh49Dj3olMebNkxxm1q+XvgRE8ETA4O1nmFBYBI2iVqsDrnhiXUpKGiorkZFQVlY7v2EDPPWUlHn/rrvaf0y9Xu/2bgtfJiYmhsKmHFU8gEqlYvjw4QwfPpyioiIuuugi5s+fT9euXbn00kuJqVext6amhr///pvdu3cjk8kYPHgws2bNat+XZK9eYPfRmzMHXn65tno4wJgx/PCjjEOH4MorISFB8umxUz9y3KSX7kFVUMuWorPYzuB9f7Ht9jiiTCdoyevl2IZjHNsg+bTlbstlrkbKGGsxWpwyF5/3+HkU7Cwg49cMitOL6TSkVu2RR0UCkHXvC6T8uFDy1Xn8cal68qWXwqOPSs5GHgr99/YLVNCxCIVF0ChKpRKzjxXpK6urTbQT+7tr2TJYtAjGjZNSsBw/DiEhktX+7rvBnvV7yhTXizI3RUVFhVO0TKATExPDiRMnvHLs2NhYxo0bx7hx48jPz+fXX3+ltLTU4dNlsVgICgpi+PDhzJw502UlpcV2q1bBsWPQvbs0X1dZeestCA/nzjslP9z6gUNPPgnn14tcbo3Ccj5SV1SU6QS50acx+p4eHHz9Fyz6hvdxaXR3VGoZ6fnhlBLJrUMPYTGYKTtcRkhiCNUnqjHXmBnz5hi00Vr+mi/tOyzZWQ2Sq08q4BaL1Idl/7/tJ5KdLWWZtVqdu7PchK8rLL4un78hFBZBo/hi/gB3loOwc/nlzhb68HDJ0lKf9iorICksnjgHXyU+Pp4jR454WwwSExO5ua7zazto8Z6QyyE1VXI8TU+HoUOlC2r4cDiZIfyLL6BONRJA8s19/vmGu3MoLNrmH9W2Okkh7zv+ODHJKn6d8WsDZcWEkg2cz53PDuSGu8PoFF7JCUM4N1zcjWkv1JY3ebvf2xQdKGLVf1Y5bR/eybmbTK6RFBabyex8kwQFSZ6+diVl/Xopg7SblRZf8KsQdBxCYRE0ii8qLMHBwS03coG6pxUcLL1jmksC/PTTbjkslZWVp5zCUlJS4m0x3IpLL0iZDF56qcnVl17qPP/YY5Jv6g03SNa+9HT46ScYMgQ0NZLCMv0/cgrvLuWdWzdzft8TzlXAZTKsJukCPvviUAo3ZfD17LWUZpY6Heff8Av4UXcxAEHL9WxbncUJQyoA1oOH2Pl5CQqVAoVaQdEBKU9Wnyv7EJoUikqrIu60OA6uOFhbqHPvNhQVZXQGIv/53XETmWc+xPHiYKrju8HombBmNSdGPovl+gySrxuBTC5zDABR3aMI7xJOwc4CZHIZcqWciJQIQhNDW/6tTWDQGaT9KWr3K1fIQSYUmkBDKCyCRgnkG10mg7174eOPpfBPrVYKK7Xz4IOSJXv5cmm+hbRCLnOqdQklJia6tRvPF3CHEi+XS75RP/4Iu3aBvRbnP/9A/YCXft2l6Kv/ZaYCcNO808iia4N9ypARwiy2rYNt675p9Lhn6DaSRwj/MJTVG4JYjbTPi1lH0bd/8kP9SB/g4I8HG91XKBXM4lXHfMS+2ohC5Zuvk4ya+fwXiAJOpoNYkgtLGneaL00tJepobcVzY4iRQ+MOSed28uOpfobnoLIg+q7uy/zvG6ZqsGPDBjKoTKgk6/ysRjM9N1bMtW4pk7qZpOu2aXCsRtJNVFRUEOViJXdBywiFRdAogZ4Zt39/yR/y5Zcli8tPP0n+kpGRtTk+3E11dbXbrET+QGxsLBUVFd4Wwyd57jlpOHYMZsyQXF+GD5fS59dl/+Fai9yT/7Uy/d4kSDBIF22dQW6z8aDFhlmmwma1YbPaMFWbQAYK5cn8ODZ41Gbjtjvv4KH/fsjq1bBnD3zwwcVEhF+E1WzFYrRgMVmoyK3AarYSEh9S+0KvY7GQZWfBWa9iWPQJthEXEKS2SpqYxULWA6+S/PNiHjs2zSH7kikrOLY+h4SzErh11a0OGV9NkpQeu7Iybc80/pjzB5m/Z/LZ4s+cIpLqk/l7Jl+s/oKxC8eijdY69mmz2GqnrTYOfH+AE/tP8MqyV9zx17WKgoICnnjiiQ4/rifwhY9YobAIGsUXu4Q8hUwmhZN6moqKilNKYfF2KXpP4O6HdteuzmHMy5ZB/aLkd9whKdZRUXKg6d9UcXKwo41q3JqnDK3kvPNqI60lZCjUCkcpgKa2dWCQums0KYnQzzk3S2mhmWQgKCXesezi5y7hkws+QalSOhLRGXQGp+0ueOoC4k+Lp9OwTuz7Zh/vn/k+Mw/PbFKErI1ZACQNTqLLOV2abFeeVc6J/d5x/g70D7+OJvCeKAK34IsKi6/J01qqqqoICQnxthiCdtAWhcVslsLoXbl8J02S2un1UvfQX3/BBx9I2YHdhVvuI/vvcHJfhe9/6/CnGbj1A5Q4p0RIGZGCTC0jZ0uO4/i/zvhV2tVJX5a+V0mZBIfeP5TUi1MpO1LG8b+PNylCSIJ0L6lD3eAR7yF88TnaHrx9LkJhETSJty/O+viaPK2lsrKS0FAXHAkFPour16DNBr/+KkWhqVRSGL1cLiV/dSVbgEYjWVrOPbedAnsKu/XspJ+HfpWUYbE8ridHTxvH0asecGouk8noMrwL2OA5+XMYq4wMmjoIgK4XST45P93zEwDKICVR3SUNbd83+5oUIbpHNOCCNciLCAuLexFdQoJG8cUbzRf6UNtDdXU1Xbo0bboOREpLS1m1ahVarRatVktISAghISGOwoFqtRq1Wo1KpfL7/7cur74qRTbX53//kxQYD6Ul6TjqWVgwmagmmIjCQ0Q0scnNv93M/LD5WM1WXop+iScNT9Lv6n4Yq4x0Oa8Lx/86znuD3kMTriHnHylj8ObXN3POrHMahFNLhz55bB/+Hes67wraj1BYBI0SaKZMX6C6uvqUs7BUV1ezY8cO9Ho9er0eg8GAXq/HYrFgNpsdY7PZ3CCCA5wjL+wRHc1FabQUydFedu7c6VK7d9+tnZ48WcrIX5e0NCkZrN9it7D89hsUFBBydC9W5KR9kOZw8HUaAzarjZHzR7Lm4TVYjBbWPb2O/d/vJ+W8FK78+Er2f7efkkMlHP/rOBZDbZfSl+O+pNe4XiQOTJQcf+VSFE7utlwA/pz3J9ooLXKVnJriGnRZOlLOT0GhViBXycnfkY/V4h2lIRD9uLyJUFgEjSIUFvdTVVVFWFhLCdMDi06dOvH44497Wwy3MXny5AahsPXZvx8OH66dtysrb70lZVFOS4NBg9wv24wZMygoKGix3eHDh5lcx7O3MSWxfihv3XYAKrOZtzUaIt56C4AY4ChdWXnXSqktjVs/bDIb8pOeCBue3wCAUqskplcMIx4bAcCya5c58sAAFO4qpHBX0yUetr29rcGyAz8ccJpXaFpfBNMdtMdSXV0t5eT5808oKpKiyoKCoKZGWq/XS8WxL74YoqPdKHQT+IIFVCgsgkbxhYuzPv6uQNXU1JxyCkugIZfLsVgsKJVNPzrLyxtfftddkm/K1Kmeka2wsNCtxUFb5OT9OHnyZJYuXUpXm41nWmFRsNlsGCuMDZSJuNPiyN6czcwjM7EYLVJSPBnIlXJs1pNWG6uNP//vT/5++W8mr5hMVLcoLAYL+lI91cXVBMcGYzVJYdppH6ZxYo93ooRkMlmru4RefFEqx9QYer2UeiEhQVJm7NTUSMpMoCMUFhcpLS3luuuu85kXuU6n46GHHuLS+mkz3YTFYvE5c2ZeXp63RWgX5eXlzJo1yxEpVL+7oz3Yk1VZrdZGp202W5PHyM3NJTk52TFfVFRERESEWwo1ZmZmtnsfvoRSqcRkMjWrsAwfLhXRrK6W0vDv2CFls/VQ/T8HHa7QO/KzSNFBrX02ymQyNOENfxSr2Spl3D05NIXiZH2lqNQoEk5PaLLd4TWHKTtc1irZ3EVbLCxFRc7zK1Y4F2otL2+oFGu1kt/Ugw/6uW9UCwiFxUW6dOnCAw884DM+CH/88Qfr16/3mMJiMplQKLxjRm2KpKQkb4vQLlQqFYsXL/b782gNk+snFfFzFAoFRqOxxYzFERHS0JjjraB5bFabU7XoJjlpuGhJUTIbzF7rElIoFK1SWH7+Gd5+W7KgFBTAe+9JOaLsu7DZ4P334eyzpdINEybU5vGZNUsqjJ2a6v7z8BV86xPah7FarT5lcVCpVFgslpYbthGz2dzsV6Sg9RgMhlOuS8jfu/Hqo1AoMBgMLTf0Ar5i/fU1LAYLSo13nmWtsZ7W1Ehh8DU1krICUrmGggLJWmexQFiYZEXZskVSXuLinPfRrZuUuydQEW8kF2nJ0a6jMRqN5Obmemz/ZrPZ5yws/o7JZDqlagkFIiqVCr1e720xGiXQlMOWcJxvC9+RFoPFaxaW1rwzGusy/OgjaajP/ffDwYPw4YcQQxEzeNuxLmf/g3CeFAaekwOvvAIpKZKi0168fY0JhcVFfM3C0rNnT3bu3MmkSZNcam+1Wpk8eTLXXXedS+1b6qcXtB6r1XpKKoG+du+0B41GQ409TEMAuP8lZqo0UVlQybc3NazGKJPJsFqsZP+djUwhKQO7v9hNREoEumwdRfuLsFqsaMI1JAxMQBWsoji9mJB472SYbo2FRS5vmA155EipkjfAE09AgqqEqNXL2PyXGetbMB0YxVqOkUo5kQDsv+t1nr0LcsZMZfGqFMe+DhyAoUNBoagdlEpI3fcLg+OzUWoUkhCKeuOT00n//IOsXz/PFVtzAfFGchFfe+h27tyZrVu3uty+oqKC+++/32WFRVhYBO4gJCSEsrIyojsi7rIDUKvVVFVVddjx9u/fz4MPPkhEhJSOrbmXn7eqArvbGb7sWBmmKhN7vtrjUvtNr2/CarJis0i/TVT3KIxVRg7+eBBjlRGbxcaQ6UPcKqOrtNehfs0aMJnqWF/eXQp/3cdNQUHI6lj6Niou5IzDP/LDlB84uv4ogJOyArBokTTURYkJPVegoOVIpnOBqrIyyYnGSwiFxUV8rUuotbT2xvFFC4s///7g//K3hcjISPLz8wNGYeloJX737t1cccUVTJ8+vUOP603i+sdxYt8J/pPxn2bb7ftmH8uvW86s3Floo7RYLSej4uo57FqMFuQq73xstldhkcvrdRWZzRAUhKymxikcqPt7jxCREsGUdVN4VvZso/t64w3JglNUBNddBz16QGmeBUUvK1vu/5xhb94kpWC2WBodl595Jiov+2/51hvJh/E1C4un8UULi7f7T9uLv8vfFiIiIiiqH6fpx3T0h4s/1J9yd9Sb/T45vuk4m17ZREyfGEb936gG7XbvkqwCXVNlPP4MlJXJiY6WkvNdcklttIy9ArU36IhrJe/xN0icchlmg9lhXWmMmXUKX69YATt3ginE7gckhaY7+ooaweYD7wOhsLiIv1tY5HI5//77LzfccAPg/PJ0pM6us6ygoICKigq2b9/e7Iu2fiZMT/5GaWlpLoXJ1s/cWX+ZO/KftOU8XU3rHkhERUVRXFzsbTHchlKp7NAooaqqKqccOacCVpOV0sxSPjq31tv0yNoj3LnlTqd2J04mvy3XyZk1S5oODpYias46C7Y1TIDrFTz1TCxVJxBlLCBp/kyYPxM5cJDxyBiMbOgQFP+YGDJcxebNtdtcey18801tkjmbvWSBn3yMC4XFRQJBYTn99NP57LPPgNpEY41N+yqTJk1iaf2iLH6Eqw7SgUSgKSzBwcEd6sNSUVFBeHjDwn++TFaW9FJMToZrrpGKPbaGhAEJBMcGkzQ4iZTzUzj08yGyN2fzw5QfAIjuFc0FT16AWiV9bBw4KKNYJ0XCxMdLPqHbt8PYsVLFbG/jdsvqyWd0zVP/R9RTdzitGs/PjOdn+AfuJZYb9v7MN98M5dprpfXnnSf9N//8I4VPV1fZiAJycnz3uV8XobCcIthsNhQKhVuylwoErhIbG8vevXu9LYbb0Gq1VFZWdtjxqqqqHA63vorRGEJRkaSY9O8P9bMtvPsuXHWV9J6Nj285E+ug2wYx6LZBjvm+V/Xl1xm/UpIpFUYECO8SjjG3FJCsKt16126/fDlccAGsWiUd6/nn4ckn3XCiPkbyk7dTecUFVGfmETfhXGQ2qxS7/MUX2BQK4kqKuDx2M9dcM9SxjT20+f77JSuLySBZWIpLWlZYIo8cgSNH4JNPPHE6LiEUFoHf4MvWH0HjxMbGUlpa6m0x3EZISIhbFJZ3332X1atXo1Qqm72us7Ozfdrhdv9++PHHD/nxx6bbTJsmDSBlY33lldYdI+60OC585kI+vfhTx7Ifb6s9YOcuNtTBUsK0p56Cn35y3v7vv1t3PHezdevWNllX65fMAJialsbYmhpsJ6+ZECAYsJ0c6iID4o5sRqm8B3BO8vLuu3oWLTKjtRgoA25ddwtVmluxymRY5HKscjkmqxVUKmwyGTKbjQTA2K8f6lafifsQCsspwqno8CnwPnFxcZQ3VQ3QD+nSpQt79rgWbtscf//9N59//rmjrpS/cuIEgJyFC6Wsq3Pnwu7dtet/+knK3mqntb2De5bu4ad7fsJQ7uw3FHd6HOqwIHI2HceGgupqOPNMaV1EBEyfDr17w+mnQ9++bTo1tzFkyBD3FaV8+WV49FFkl18OVium/RnI4qKRq1VYi0qQx0Yh37jR0fyMszW8cpMasFJUZGP0aAu7doFeL0OvV6HXK/lq/xdcdtoxgpRGZGYzSpMJm9mM3GBAAWA2I1Mq2XXkCEmzZhHXlGwdgFBYThH83QcnEDgVf//4+PiAUlj69+/PypUr270fV+oR+QP2QsSXXQY9e0qJybp1k5aFhDgrK506wUsvub5vm83Gt9dLyeNSL0pl1LxR1JTUoC/XkzIihfSf0snenMX0GQrefFPa5ocfpPo6AXurxcRI4x9+4Pi9z9Pll1+wHJEjx4ocODLpMbpRq7AEDejDAw/IkOwtAAouuqj+Tm9y6dCZ339PXL9+7ZO/nQiFReA3CCuR/xESEoLRaPS2GG4jKSkJnU7X7v3YbLaASJNgL2dmj3hNTYXbboNlyyA0VFpvz29WXCxlVnUVU5UJgMRBidyy+hbkSnmD9VaFlTfegAULpGUBq6jYUZ/skDEakf3vfwBOSd+6LXsRgJzXl/L5M4e5oP8F9G6wE//F/+8YgUuIl733Ef+B/6PRaDCbzd4Ww2ewNhIV+/HHUFUF+flSJMqqVdJyvR7GjHF93/bU+/k78nle9TzpP6Vz/O/jjvvIVG3CqpQEkMlOAWUFHFnkqh95hs6H/wSgMLgreSE9AciKP4ujE+4n4a4JUnsXHjkLFkDnzrW/4WmnSRWjrS0nv+1whMJyimCxWALii86fORW7hAIRoXjWUt/C0hiXXSallwcY0ooM+SqtilvW3OKY//qKr/novI8o3CMlYDFWGbEqfPCt6klOWlgMUQmORfHVx0iqygCg0BBB6o9voQwJqu0FaoEHH5SKJAKccQbs2ydFEQ0bBhUVbpW+3YguoVMEX0y131r8/YUvXnT+h81mcwx15/V6PTKZDKVSiVwu9/trs63Yv8Iz1hxFF9285Ukb1J2ePer6U7RM91HdeUL/BKYqE0f/OMqyq5fx6/2/kjAwgaw/s7ApT7F76qSFJeqyYejP/hVTQQnWohLUTz6G1laNon8fKvIqpO4zF3+arl1tHDsmY2DvGi4dWMru3VJk0rZtsHatFJLuK/j3G0zgMnq93u8VFn9/4efWT1Ah8BluvfVWjh07RkJCQoN1dRMrAhgMBqZOnSpVDrZasTZjO28qs3Kg5KbRpu8EBnLx1FSX2sfvXw9c1KpjKDVKlBolXc7pQsqIFGpKazi67ihWi5WKJB8zAXgae4HL888nCAiqsyqHZP7YpGFF8muOZa6UJXi2++e8d6wXm9PPYWe65Ageho4X3w7l0kt9yyrv328wgcsYjUaRNM7LnGop1v2J3r17M2XKFEaNalizxhO4UmLCH7iw61G2MxX9ywshLKzZtsp776BXzDXYbBe2ySIVGi5n6p1yiOokpWyNiTn1skcPHSqlqa2qksxbNhvYbOhKTFg7ncaEGjMWowWr2YrNaqPbqG4t7vLEvkImdS7m9WcjkHXryqqRUqKcwumguu2/QO17w9sfje1SWObPn8/s2bOZOXMmC066aS9atIivvvqKtLQ0KioqKC0tJTIyssV9vf3227z88svk5+czcOBA3nrrLYYOHdridh2F/evIX02/FovF54oZnmr467VzKpCYmEiOvSNf4DJym4XB/At39Kv9+q+HMbuQgrFT6MJWVs5P4MSfcdy+8XZppV4vhQ65Yv2tn7MmJITb3Vx40eeRyRp1BAo/ObSFbiO7sefrPfx2x/IG67xZOLIx2mzv2bp1K++//z4DBgxwWl5dXc2YMWP473//6/K+li5dykMPPcQzzzxDWloaAwcO5LLLLqOwsLCt4gnqYbVaxQtTIGiC5ORk8vPzO+x43v5SdRt2r9tGHPrTx84gO/J01F0S6LJnFUZUZNOF438dx/LDCilPv1Yr5fS3h6g8+aQUWpSRAV99BZ99Bl9+CU8/DQ895HyAqiouzcjogJMMbK756hq6jZQsMakXpXLOw+fwhP4JnrE90yCU3Nu0ycJSWVnJTTfdxOLFi5k7d67TugceeACA9evXu7y/1157jbvuuoupU6cC8N577/Hzzz/z0Ucf8fjjj7dFRLfj7xaWQHhA+utvbycQ/oNAJSUlhbVr13pbDP/D7r9Tx3prOJxNcc/h9LZJFquchDMxjhpLyofPUKidRyeyUUyc0/j+XngBdu5smF+/CSxyuQh1dQM3/34zpmoTmjBNy429SJv+6+nTpzN+/HhGjx7dbgGMRiPbt2932pdcLmf06NFs2rSp0W0MBgM6nc5pEDSPPytbdsQLX+ApOnfuTFFRkbfF8D927ZLGJy0t+qwCcs+9luSTysqxmMGYI2KJe+Q2DJVmOp/TGVnd8JWqKigrq51//XUpgUufPlIVw+++g3Xr4KOPYMaM2qJEgGX6dCo0vv2C9RfkCrnPKyvQBgvLkiVLSEtLY+vWrW4RoKioCIvF0sA7PyEhgQMHDjS6zbx583j22WfdcnxXCYSXvb+fg79hNBrJz8/HZrNhtVrR6XQcOHDAEVlitVqxWCxYLBZsNpvTtH2d1Wp1rKu7jb1N3cHeDnCstyt5VqsVk8mE1WpFqVQ6heueOHGCuLi4Bgph3fmmlMX6bcxmMwaDAaPRyF9//UVERAS7d+9m8uTJLimclZWVhIaGOkKFFQqFI3RYqVQ65usOddfVXW+f1+l0xMTEIJfLUSgUyOVyp2n7+ODBg/zyyy+MHTvW4/eKwWBg3759qFQqJzk0Gg1KpRKVSoVKpXKcn8/mULIrLBs3Qmgoulc+pVvBFsfqrsVpUAz7rn6Q5Uck34sgYmq3/+cfafzYY/Dii1JSkNRUyYE3Pr62XY8e0gBw/fUA2N59F7Ov/i4Cj9AqheX48ePMnDmT1atXExQU1PIGHmL27Nk8VKc/U6fT0aVLF48es7i4mOuvv75VD7Kamhr0ej1RTTijtYW6IZJ27NP2/BBHjhyhf//+TttZrVafrvrqCv6mcN13333o9XrCwsKQy+UkJSXx7rvvOl5AMpnMaVx3qLtOoVA0aNPSNvUHuVzO9u3b0ev1jB492vECtHd1RkREOOaborFrrv60SqVCo9Gg0WiYNm0asbGxrfrNJk2axNKlSx2KmdlsxmQyYTQaMRqNmEwmx7zZbMZoNDraNTZYLBaUSiURERFOSp9927qK4aRJk3j++ec599xzXQoUaA+XX345ixcvdhy7oKCAjIwMzjrrLIfiWldhbSx0uqmQ6eamG6Ot2wEMLSlhlnRCAMQ30U515CAgKSy3pj0Ag08WFbr44oaNw8MlRejCC5s8Lkgvr+KwMO69+mpKS0uJj49v9sPMvq7u87LudFs4dOgQPXtKWWbr/mZ2iouL6dOnT5v2LWhIqxSW7du3U1hYyODBgx3LLBYLGzZsYOHChRgMhlZHosTGxqJQKCgoKHBaXlBQQGJiYqPb2B+IHUlsbCxfffWVz+cyycnJ4bnnnuP999/3tiinPDKZjJdffpkkH4lkUKvVVFZWcsstt7Tc2IvYlTSFQoFa3bHF7A8dOkR5ebnHFZa77rrLaX7Pnj189NFHvPbaa01s4aPYbJCVVZvKFvhy4jXctEeyvBwhlRVMoBIp5Plp69OSklBS0njp5qAgiIyEZnIWzZw5k9deew2FQkG/pCS+ayGc2pNMmjTJfZWY/QBvd8u36u07atQodtetHQ5MnTqVvn378thjj7UpbFatVnPWWWexdu1arjqZUs9qtbJ27Vruv//+Vu/PU8jl8mYTRPkKISEh6O3VxgReRSaTObpofAF/uYa9SXBwMBVeyEeu1WoxGAwdftx2I5NB165Oi37s14ebdu8EINVm436TldztuXQe3rnW+hEV1WQYNAC9my7ZlxsaisLLVYNPVbxt5W6VwhIWFsbpp5/utCwkJISYmBjH8vz8fPLz88k4GW62e/duwsLCSElJITo6GpAUn4kTJzoUkoceeogpU6Zw9tlnM3ToUBYsWEBVVZUjasgXaMzc54uo1WqfekmeyviaguAv17A3USqVmOpYCzqK4ODggKpqbUcmk6FQK+hyjme77AWexxeeHW7v33jvvfecHGIvuOACAD7++GNuu+02ADIzM5088idPnsyJEyd4+umnyc/PZ9CgQaxatarRNNneQi6X+8Qf1hJKpdKnXpKnIg899BDp6emEhYURH99Ur7538Idr2JsoFAqvVGMODg72TwuL4JTBFwI32q2w1M+3MmfOHObMmdPsNkePHm2w7P777/epLqD62OuG+DoKhcIv5AxkampqeOedd0hJSfG2KE74i9LtTbxlYQkKCvLKcT2Bp19q3n5pepLvvvuuQc2xuo7CY8eOpVu3ltPtewpv//a+7UHqQ/iaeb8p/EVOgGXLlrFv3z6nENv6A+CIlDhy5IiXJfZvhMLSMgqFwiuKg0qlEl25AhYuXMh9993nmK97v5aVlfHCCy/wwQcfeEM0n3h2CIXFRfzlYe9tDbg1fPzxxzzxxBMOmevmm7CH59Zdvm/fPq/JGij4wzXsTZRKpVe6hHw2z0obyM3NbbIoYWPPJ7lcjlarJTg4mODgYEJCQggJCSE0NJSwsDCnYceOJEpLfaub1Z3ExcVx7bXXNrouKyuL7du3d7BEznj7/SIUFhfxly4hAJPJ1KAabG5uLsOHD+fll1/22HHHjRtHaGioy+2HDh3KiBEjXG7fmn13JHPmzGHbtm0O+fR6vcPB3JcoKysT2VxbwFtdQoDfPF9aIikpqVWhviaTiYqKCsrLyykvL0en01FRUUFFRQWVlZWcOHGCqqoqKisrmT9/HrDQc8K3koyMDIdy1lzumvofCnXXFxcXExISgkajadbxWq1W8/fff7erQrVdxsbyNdVd1th0dnY2559/fpuP7Q6EwuIi/tTV8v333ze63NOl2ENDQ0+pnAR2CgsLefvtt+laL7zT14iLi/NKyK4/4S0Ly6mMSqUiOjraJSV//vwOEKgV9OzZs8OeeYmJieyyZxZuJ3UzZddNqNjc/M8//+z1d6BQWFzEnxQWQcdiMpk6PJFhW/C1vDC+iLd8WMD75nbBqUPd5IwqlcqlbeLi4jwsVcsETsephxE5LLyPr/7+JpPJq6UqXEVEkLWMSqXymoVFKCyuUz83ptUKBw/CoUNgr4VbWSkl4hUEDsLC4iKBYGHZvXu3S91CjSlndR+mjdUbAU7Z7gaz2ewXFhaFQiEsLC0guoR8m8cfl7qFtFq47Tap7ND27fDXX7VtunaFhITauoplZXCyVJbAzxEKi4sEgsJyxhlnnJI+Jp7GZDJ1eM2btiAsLC3jTYUlUCwsnjyPefPgvfckJeSTT+D006GmxrnNsWPSYCcyEv74A07mMBX4MaJLyEVEl5CgKWw2W5vqaHU0gaB0exqDweA15TNQni+ePo+LLqqdnjMHMjKgpVxqWVmelEjQUQiFxUXEw17g74iyDS3z4osves25MFAsLJ7m889h1Chpet48aXzmmc1vc/PNnpVJ0DGILiEXkcvlftP/f/fdd1NWVtZgub8np8rOzm42IZWrfjd1qbs8NzeX5OTkJvfT2HKbzcbhw4eZNGkSx48f5++///bZF49Qultm8ODBvPHGG5xzzjlotdoOPXagWFg8zYkTsHatND16tDRetAjuuAP27oXOneHGG2vbX3ddx8so8AxCYXERX30JNUZZWVlA+qp06tTJp8+rfrI+X8OflG5v8d133/HNN99w4403UlxczIIFCxg8eLC3xRKcJDwc6vr233GHNI6JgXHjpOHOO5236dmz4+QTeBb//uQWnFL4utJYt0iZLyK6hFpGJpNx3XXX8f3333PppZeyZMkSb4vkd3jqHigrq1VWbr8dqqqgVy/nNlu3wocfOi974gkIkLqSpzxCYREI3ISvm/RFl1DrePLJJzl48CA7duzokOP5srLrC0RG1k5HREBwsDRts0lhzTIZDB3acLvQUFCrpfWifqp/I7qEBAI3Ya8w7asvHhHW3HqGDRsm6i/5ENXVkqLy+utwzjmS5eSmm5zbPPYYpKdDYxVKsrNbjigS+C5CYREI3ITdguGrIc5CYWk9KpWq2YJ07sTXLXS+QGVl7XRj/vcrV8LllzsvS0mB48chLAy8XLvP7/H2NSq6hAQCN+HrFb2FwtJ6OlJhETRPURHExzsve/ll+Oqr2vnVqxtut2EDvPEG7N7tWfkCHV+wHAsLi8Bv8IUbpjl83UdERAm1HpVK1WHFEH39+nYVT32Fl5c3XDZ1KkRHw6uvSuOnnmrYJjUV/vMfj4gk6GCEwuIilZWVvPXWW0TW8fyyP2CaetDUv3Hrzjc13dh8U9tcffXVDBgwwLUTEHgci8VCdXW1z9YVEhaW1qNUKlm3bh0ymYzw8HDCwsIYMmQISqX7H53eNrf7Oj16SDlYDAZQKCAxsXbdtm3uOcbXX3/NunXrUCqVKBSKJscqlQqFQkF6ejoLFixwVD62t5HL5U7LGltft92QIUMICQlxz0kEMEJhcRGNRsPgwYOJP2mTtD9cbDYbVqvVSWlparq5da1tV1NTw4svvsiXX37Z5nMSuJfo6Gh0Oh1RUVHeFqVRRFhz67nppptQq9Xk5eVx6NAh0tLSuPDCC7n//vu9LZrP4klLUWyse/c3ZcoUauoUI9Lr9bz77ruYTCbMZjNGo9ExtlgsmEwmx2A2m3nyyScdlsu6g9VqxWQyUVNT45i3j81ms9N8Xl4eP/30E6+88op7Ty4AEQqLi6hUKoYMGUKXLl28LQoA1dXVfP75594WQ1AHX/dhaUs9LHvkk9VqdQxmsxmz2ez04LbP26dfeumlFrtSGouoOnz4MJMnT3Za15jM1dXVfPDBByTW/cz2AKGhoUydOtUxv3LlSg4ePOjRYwo6jpqaGq8nozx69CgvvviiV2XwF4TC4iJHjhyhR48e3hbDQaD0dwcSQ4cO5aGHHkKtVju9ZLOysti8eXOr9/fGG2+watUqQkNDW/V/N1WmwGKxUFlZ6VTeoLH91t9WLpc7kuLJZLIGJu7GzN+7d+9m165drTxj13nuuec4cOCAxxWW+mg0GuGE2wLi2dQ6bDab35dN6SiEwuIi3bt396k+RplMxpEjR/j0008dX/X28ZEjR1i8eLHT1zGATqfDbDY77aPu2D5tn09ISOC2227riNMJCKZMmcKUKVMaLL/66qu54YYbHA6vzT3Q61oW0tLS+PXXX+nph7nFszxcHler1VJVVeXRYzRGUFCQUFhaQPjitA6j0egRn6hARPxKrcCXbkR790Nd7VyhUCCTybjvvvtQq9VOColcLicpKYmwsDCHIgPOvjh1z89qtfLaa6/5lMLiS79/a/juu+8wm81ccsklfPvtt0RHR7u0nS8nofM2ISEhVNZNytFBCAuLwN0IhcV1xK/UCnzp5aFQKEhNTfWoQvHpp596bN+nGkqlks6dO6NWq13expeuN18hKyuLGTNmkJ2dzaOPPtrhxw8KCmp1mPMDDzxAbm5ui+0yMjKYNGlSi1GHddfn5OSQnJzstLw5Rbela8pujW2Lv5OdY8eOtWm7xigqKmL69Ol06dKFu+66iz59+rht376CXq9v1XPhVEYoLC7ia1/3crnc4zIFBwc7HCDrUvehV3edxWLh22+/9ahM/owvZ8H1Fw4dOsTQoUP58ccfvXL8tlhY8vLyvO7Y2ZFMaiwFrYsYjUb27dvHnj172Lt3Lxs2bOCrr75i5syZ9O3bl4ULF6JSqdBoNCiVSlQqFWq12jGoVCrHMo1G42hrn7dPq1QqN55x+9Dr9T6bCsHXEApLK/ClL96OiEj5+OOPW9X+qquuYs6cOZjNZiwWiyN8r/5gD+ezWq3k5OSQmJjo6N6qP66rEB04cMDdp9ihWK1Wvzf93nTTTS5ZGDzlXxIeHu4V3xU7bbGwCMBgMLB371727t1Leno6R48eRa/XA87PVYVCQadOnejVqxcTJ07k2WefRa1W88ADDzBlyhSnMOOqqipHpJp9ed1Q5IqKCv744w8uvPDCBlFs9mdQ3Qgwb2E0Glm7dq3j+VBX+Zo8ebIjlYZAKCwu42v+BHa/FF/inXfeITMzE5VKhVKpbJBsqX7SJHsiM41G4xRpIpfLHfN1z3Hy5MlePLv2EwjRAGaz2avWgi5duvD3338zceJELrzwQh544IEOPX5QUJCT47qglk8//ZT169fz77//ct111zl1Udm7RHv37s2YMWM4/fTTiYiIcHnfF110UavlOXjwIAqFgjfffLPV23YkF198MeHh4RiNRkwmEwaDAZPJxN9//83nn3/OrFmzvCabzWZj69atbNmyBZ1Ox6WXXuo1WUAoLH6Nr+X8SE5OdvSnewJf65ZrLe3xCxBIJCYmsn79evLz83mqsTzsHkZECTXNhx9+yMyZM1ttmfUUeXl5xLo705wHkMvlDBkypMHyiooKdDqdR4+t0+lIS0tj7969mEwmJk6cSNeuXTGbzXz++eeUlZUxZMgQ7r//fp/4YBcKi4v4moVF4H8oFAoREeAm1Gq1VywdwcHBrVZYTpXnxpVXXulTzqP5+fkkJCR4W4w2U1FRQWhoqEf2bbPZ+OijjzCbzQwfPpx7770XgC+//JKSkhJMJhM33HADnTt39sjx24p4craCU+XBI/AMKpUKg8FAcHCwt0Xxe9RqtVd8SdRqdasLSObl5XlIGt+itLTUpywa+fn5dO3a1dtitJny8nKysrJYu3YtwcHBaLVagoODCQoKcoyDgoJa/QFksVh49dVXmThxIr169XJad+utt7rzFNyOUFhcRJjyBe1FrVZTXV3ts7WG/AmtVus3zq+nitNkeXm5TyksJ06cYPjw4d4Wo82Ul5dTWlrKli1bqKmpQa/XYzAYMBqNDn8Xk8nkeDelp6fzf//3f4wdO7bJfR49epRPP/2UO+64w+esJ64gFBYXEV1CgvYSGhpKSUkJnTp18rYobcZX7gGFQuG1j4jWHtffHa1dRafT+ZRyVlxc7FGfOk9TU1PDvffeyxlnnOFS+xUrVvDyyy8360MUFxfHW2+95bfXpFBYXEQoLIL2EhkZSWFhobfFaBe+5ujtyxQVFbFz504yMjL4z3/+Q35+PiB9+S9atKiBOd7fqampITw83NtiOCgtLUWn05GdnU14eDghISF+lQepoqKCmJgYl9tPmDCBCRMmNNtmypQplJWVuZxt29cQCouLWK1Wv9VKBb5BQkKC46Xlr/iK0m61Wr0mi9Fo5M8//2Tv3r0cOnSInJwcpwyxdkJCQujevTuzZs3i7LPPpmfPnsjlcmbNmoXBYPCK7J7GV64PgBkzZrB48WIMBgM1NTUYDAZsNhs7duzwqYrbRUVFpKenO5Le2YeCgoJWKSyu8M477/DBBx8wdOhQzjnnHLfuuyMQCouLCAuLoL0kJSWRnp7ubTH8nkmTJmG1Wh2p7FuiPfdtY90/SqWStWvX0rdvX6ZOnUqfPn1alTm1uLjYr7sF/YURI0YwYsSIBsvbk4nXE9x777307dvXkWzTPnTv3t3tGXBDQkKYOXMm77//PlFRUfTt29et+/c07VJY5s+fz+zZs5k5cyYLFiwApDTDs2bNYsmSJRgMBi677DLeeeedZsPLbrvttgZ1ay677DJWrVrVHvHcilBY3E9ubi6HDx92yoJrs9mwWCxYLBZsNhtVVVVkZmZy+PBhv89026lTJzZu3OhtMdqML90D33zzjbdFaDPV1dVERkZ6WwyBjyCXy5k7d26HHvPuu+/mzTffJD8/v01J+bxFmxWWrVu38v777zNgwACn5Q8++CA///wzy5cvJyIigvvvv5+rr76av/76q9n9jRkzxslZyNdqK3jTBB2o3HXXXQwZMgSZTIZMJnP0L9sz3cpkMrRaLYMGDeLmm2/m7bffbvbrqLCwkH79+hETE0NsbCxxcXEkJCSQmJhIcnIykZGRXu3WS0lJ4cSJE147fnuxWCziHnAT4nf0Hr6W+M8b14JMJmPmzJnMmzePc88916fy5zRHmxSWyspKbrrpJhYvXuykGZaXl/Phhx/y1VdfMXLkSECqR9OvXz82b97cbIiZRqMhMTGxLeJ0CL70dRkohISEMGfOHJfbz5s3r9n1er2egoIC8vLyKCgooKCggC1btlBcXExpaalTDZrG/k/7MrlcTkREBDExMcTFxREfH09SUhKdOnWic+fOhISEtOo87YSHh1NdXd2mbX0BX/HjslgsnHfeeS1+BAkEjeHp7LH+xDXXXMOaNWsYN26ct0VxiTYpLNOnT2f8+PGMHj3aSWHZvn07JpOJ0aNHO5b17duXlJQUNm3a1KzCsn79euLj44mKimLkyJHMnTu3SYcjg8Hg5LTWERegrzysBU0TFBRE165d250symw2k5eX5xjy8/PZuHEjxcXFFBcXN/hC0+l0TJw4EZPJ5OiHrjttL7aWmZlJdnY2M2fOdCyzt7FP24uy2Wksnb/BYODbb7/t8Iy5ZrPZJ5T2t99+myeffNLbYgj8FF/KFQPezfHVq1cvfvrpp8BVWJYsWUJaWhpbt25tsC4/Px+1Wt2gf7al6IgxY8Zw9dVX061bNzIzM/nvf//L2LFj2bRpU6NhaPPmzePZZ59trejtwmQy+VRJcoHnUCqVdOnShS5durTY1mg0MnLkSMLCwpyKPtqrrtqnVSoVcrncqby9vY1KpXJUaLUXhWyOG2+80SvhxVarldzc3A4/bn32799PSkqKt8UQ1MMXrg1/xJsfATKZjMOHD7Nz504GDhzoNTlcpVUKy/Hjx5k5cyarV68mKCjIbUJcf/31jukzzjiDAQMG0KNHD9avX8+oUaMatJ89ezYPPfSQY16n07n0cmkPZrPZ7xUWnU5HRUWFU3l1uwXAPl33q7/+svpWAPtgd5Ctu6z+YLPZnL4kampqOHr0qPd+DDeRlpbGhRdeyI033thhx7SXofcUFRUVTJ8+Hb1e32BdR1dHboyMjAy6d+/ubTEE9fDnJG3exNtZ1N98801eeeUVFAoFp59+uldlaYlWPfW2b99OYWEhgwcPdiyzWCxs2LCBhQsX8ttvv2E0GikrK3OyshQUFLTKP6V79+7ExsaSkZHRqMKi0Wg63CnXZDL5fdG60aNHc+aZZzqcWhUKBQqFwmm+/nTdNvZpu4Os3TG27nb2+brb2J1q7V1qNpuNBQsW8OKLL3r5F2k///zzj9P90BF4unty3bp1nHbaaTz22GMeO0Z7OHz4MBMnTvS2GG3GF7rVBAI7crmcRx55hPnz59O9e3efrnXWqjfwqFGj2L17t9OyqVOn0rdvXx577DG6dOmCSqVi7dq1XHPNNQAcPHiQrKysViWpyc7Opri4mKSkpNaI51EsFotfZUlsjNTUVN5//31viwHAt99+y8UXX+xtMdrNnj17HNd6R+HpF97+/ft9+ksrJyeHPn36eFsMgaBdTJs2jeLiYp/oipHJZKSkpFBTUxM4CktYWFiDB1lISAgxMTGO5XfccQcPPfQQ0dHRhIeHM2PGDM455xwnh9u+ffsyb948Jk6cSGVlJc8++yzXXHMNiYmJZGZm8uijj9KzZ08uu+wyN5yiewiEr6KioiJvi+DA22ZQd1FWVhZwScAOHz7MDTfc4G0xmkSv1/tUCvjWsnv3biZPnuyYb+rZUlFR0SAiLSgoCI1Gg1ardaraGxISglarJSQkhODgYEJDQwkODiYsLIzQ0FBCQkIIDQ0lKCjIY8+yQLmnO4ri4mKWLVvmbTEAqQfh6NGjbs+s627c3sfx+uuvI5fLueaaa5wSx9Xl4MGDlJeXA1IRs127dvHpp59SVlZGcnIyl156Kc8//7zP5WLxdyIiIrwtgsAN1NTUMHnyZMcLIjQ0lKioKKKiooiIiCA6OpqoqCiio6MdOWnCw8NdthCWlpb6fCVXf/6AOP3001m6dGmL7ep3/VmtVqqrq9HpdFRVVVFZWek0rq6upry8nPz8fKqrq6mpqXEMer3eUeHXjj2M334d1T1WTk4OSUlJTYb+19TUUFpaSnJysmMfqamp7fxlPI8vpafwFTkAPvjgA+644w5vi9Ei7VZY1q9f7zQfFBTE22+/zdtvv93kNnU1ca1Wy2+//dZeMQQu4EtOw750s/obQUFBjhee1WqltLSU3NxcCgsLKS0tpbS0lJycHMrLyx2O1nq9vtHIIvv/UPee3Ldvnwjh9xDV1dUuJ+mq/x/I5XJCQ0MJDQ31hGitYsuWLaxYsYIXXnjB26K0Cp1Ox/bt2xtNQFlUVNRoyLO9to/dqqXVatFqtfTq1Yvo6GiHFSs8PJzw8HC0Wi0ajcZvnnHl5eUolUqfzoNmx7+9SAV+S6CYj719HnK5nJiYGLeacseMGcP3339PeHg4kZGRToO/+3F5m9zcXKKiorwtRrspLi72y/ICRUVFjBkzhoULFzottyvz9ZVEq9WK0WikpqaGiooKKioqqKyspLi4mPT0dA4fPkx1dbWTRctkMmE2m5t9NuTm5mI0GpvM3C2TyQgODnbK/u4pysvLmy2d40sIhUUgaCOVlZUB2W35+OOPs2PHDsfDubKy0vFQrvsQzszMZPv27V6U1P/IycnxucRlbaGoqMgvFa/CwsJGFa2mLIpyuZygoCCCgoIanK+nk611VJHGqqoqv3mOCYXlFMKXzPxyudzvswf/888/9O7d29tiuJ2LLrrIpYJovlb11h/Izc31m6/Z5igpKaFbt27eFqPVFBUVER0d7W0xfIbi4mLee+89pk6d6m1RXEIoLKcQ3u6+qMuJEyf8XmHZtm1bh+dgOdWpn4DQ3ygoKPAL59SWKC4uZtiwYd4Wo9UUFRX5fCRMR5Gens7nn3/O3LlzCQsL87Y4LiEUlgBgwYIF/Pvvv41mlq3rFe9LlYJjYmL8PhHfvn37uP32270txilFYWGhX4c0FxQUcN5553lbjHZTUlLil5aikpISv7CK/v33341mmnYn3bt3JzIykkWLFnHjjTf6VN6zpvDvN4YAgD///JNPPvnEKRtt3QyzAs9QVVUVEP4I/kR6errHy3B4kuLi4oDI25OQkMCsWbNcijxctGiRzzjolpaWEh8f720xWmTlypU89dRTHj2GUqlk1qxZWCwWXnrpJWbPnu3R47kDobB4GZ1O56jsW79WT2Pz9ho/FouFTZs2ceWVV3Ls2DG/MenZEYqU/7Nr1y6uu+46NBoN4eHhhIWFERkZSUREhCMvjD2CKS4ujpCQkHZ3AWZkZLS7Grc38aeIjOZ4+umnXWo3ffp0SkpKhMLSSoqLizusNpNcLker1XbIsdqLUFhcJDs7u4GTYVNJlRrLbWFvb7VaHevtCkhUVJSjFk9rhqlTp5KXlyciNQRe4cCBA4CUW+TEiRMUFRVRUlJCSUkJpaWlHDt2rEEumKY4duxYk4qIQqEgLCyMiIgI0tLSeOaZZzxyPh2BzWY7pULDy8rKfKqrwV8URp1O12FytrbWnzcRCouLdO7cmXnz5nlbjEbxx2gNf3acFDgTHBxM165d22X5mDRpUpNpyvV6vUMZuuKKKxgxYkSbjyPoWEwmE0FBQd4Ww4HJZPLpWjl2PF2RvS4JCQkcPXq0Q47VXoTC4iKiC0NQl4qKCp96EAcyQUFBdO7c2efLBQgaRzw7fRuZTMaQIUPYtGlTq4oUewP/jSkVOPC3B8LSpUsblHTwN7Zs2ULfvn29LYZAIGgFwrLbOCNHjmTz5s3eFqNFhIUlAPC3m/CXX35h3bp13hajXaSlpXHmmWd6W4yAwGQy+XU+HoHv8cgjj3Ds2DFUKhVKpdIxzszM9LZoPsmqVas499xzvS1GiwiFRdDhVFdXc9ppp3lbjHaxb98+v6hu6g8cPnzYLxwhBf5DVlYWS5YswWQyYTAY0Ov16PV6v0lB35EfoYWFhWRmZjJ27NgOO2ZbEQpLAOBvXUKBQFVVlciY6SYOHjzo16HKAt9ELpej0WgcYfeCxlm+fDl33323t8VwCaGwBAD+1iV06NAhR2RTeHg40dHRxMTEEBsbS3x8PAkJCSQlJZGYmOhSYqpTjUBTUPfu3cvKlSvZvHmzIy1A3eq59mmZTIbNZkMulxMcHExoaCg2m43Y2FiSkpKIiopyXEv23C/CMVrgj3TkPW6z2VCr1R12vPYgFJYAwN9eYL169WLZsmVYrVaKiorIzc0lPz+fwsJC0tPT+fvvvyktLaWsrMzxsmqMumUHZDIZYWFhREVF0bdvX9Fd0xhmM+zcCWo1hIRAaKg0Dg4GL15DhYWFfPDBB/Tv39+l9haLhbKyMoqLi8nPz6esrIyKigoKCgpIT0+nvLyc8vJyKisrMZlMTR7T3x2/BY3jbx9w3mTz5s1+lRdIKCwBgD/doDabjdzcXED6eo6Pj3dL5kmz2UxRURF5eXk8+OCDAa2wtPn//vJLuO22hstDQuCLL+Cqq9ojVpspKCigR48eLrdXKBQOK0pb68J4I3dRVVWV33zJugtvfExVVVX5ja+Kt9iwYQObNm1iyJAhTJs2zdviuIxQWAQdyrFjxzjjjDPcvl+lUkliYiKJiYmceeaZXH/99Y4Xe/0XvFqtJiYmxtH9lJiYSKdOnejcuTOxsbEtPmQrKiq8+uK59NJLmTx5MlB7bnVlzsrKYtOmTQ03zMyExET44QeorISqKmm8YAFMnAj33gvz5kEHp1E3m80d/oI5++yzG1Va6l4rzV0HMpkMpVKJQqFwjO3t7bW8lEql01BRUUFGRgYrV67kiiuucP9JCQAprX1oaKi3xWgzFovFo4reN998Q3R0NI899pjHjuEphMIi6FD+/fdfj+cvef3115tdX1lZSXZ2Njk5OeTm5nLgwAE2bNhAUVERlZWVDl+Jpjhx4gSVlZU89dRTDn8bu8KTnJzs8RDdO++8kzvvvLPJ9ZMnT3bqLnOQmwspKTBsmPPy0aOhd2947z1p8COLXVt59NFH27W9zWbDaDQ6DTabDavVitlsxmQyOcZGo9ExPXbsWBYsWCAUFg9SUlLi1wrLsWPHqKmp8ci+S0pKKCws5Nprr/XI/j2NUFgCAH/qEtq3bx/D6r8wO5jQ0FD69u3bZsXJYrGQl5fH8ePHyc7OJjc3l3///Zdvv/2W5557juuuu87NErcOpVKJXq9vWNAsNxcaK6gWHw+lpfwov4oqTQz9P92BKljlGNQhaqd5ZbASlVaFQuU/fd/uRiaTOSJQWstHH33kAYm8z/XXX+/kc2az2Th48GCL3W82mw2lUolGo0GtVhMUFOQ0aLVapyE4ONgxDgkJISQkxOGEHRwcTElJCREREZ4+XY9RVFTE6aef7pF9f/PNN9zWWLewnyAUlgDAn5xuMzMzueuuu7wtRrtQKBSNpoqvqKhgwIABXpKqFq1Wi06na6iw5ORAU3V4ZDJ2MBgMcOi2H1t1vLBOYahD1ZJiE6JyTCcOTuT82ee38SwE/obNZmuyHlRL25nNZqqqqqiqqqK6utoxtg81NTVUV1dTVFRETU0Ner2empoaR44Vg8HgGLKyspg4caIHzrBjyMvLIy4uziP7rqmp8YtaSk0hFJYAoLi4mGnTpmG1WrFarVgslgbTFosFkBxd6/o91LXO1K82XVpaytlnn82YMWNITEwkOTmZkJCQdslaUVHhsZvR27TWebTVWCxQWgoVFZCaKkX2ZGfDrl3w+utQUwOlpbx69Cj61FR48knHpjWlNQTt2oV51z4Kl/+FTaGk0/EtyJS1VpKk4HKSUxSM3TUfU5UJU3XDwVhlZNnVywhNCiW2TywWk4WuF3bFVCWtM1VK4/wd+Rxee1goLIIWkclkqFQqIiMjiXSD/9TixYv9+qWcm5vrkQrX5eXlHVZQ0VP4t/QCQKqW+/jjj6NQKFCpVE6OgCqVCpVKhVwub7UlpqamhsWLF7NmzRpKSkooLS3FaDS6vL1WqyU6Opro6GhiY2OJi4tDp9P5lUWoNbi1wqrFAosXw7JlklJSVARlZbX+JaGhsGYNDB9eu03nznDNNcgXL0a2a1ft8ooKqt/6FC2gwkynEzul5Sol1Rk5BPeQuolqjHKCwtUoVAoUkQqCIhvPYWK1WInpHcMtq29pUvzfH/mdgz8ebMcPEJgEcqSQr3RNl5WVkdxY16efUFBQ4PZM4GVlZbz22mvMnj3brfvtaITCEgDk5OR4JFOoVqvlP//5T5u2tdlslJeXk5ubS0FBAQUFBeTl5aHT6dwsZYCydStMmwbdusG110JMTO2QkwOPPw7jx0tt5XIwGuFkPoWKZctAr6/d1/LlxDwzo9HDBPfsxNFBVxL3+WvoLSq0Uc0nWjMbzWCD0KTmnRqrT1QTEteyNc5gMPhVHoj2cvz4cWJjY70thkfwlXpQOp2OqKgol9vr9XpKSkpQq9UOPxr7R543OHHihFsrk+fn57N48WJmz57dsJvYzxAKSwDQs2dPb4vQAJlM5jDx1k0I9ueff3pRKj9i2DC45x744AMYNQouu8x5/Y03wvnnS8rKxx87lBUAlEosBkPtvN2iVVwsKTz1SN3xI7YzVqDnaYJinJUMs8HMD7f+QNZfWXS9oCvn/1fq4ono0rxTY/WJaoLjWjbLZ2RkkJiY2GK7QOHo0aOsXr2ayZMnI5PJCA0NJTw8nPDwcMLCwggLC3NMR0REEB4eTmRkJCEhIQ4nX6VS6ZNWSl+xsFx22WW8/PLLqNVqp2i5puTbsmULl112GWaz2WloipycHDp16gTQYN92i7bdGTg8PJzQ0FCn/9Ke3ds+XT+bd0lJiWP/7cVoNPLee+/x5JNP+n13EAiFJSDwlS8bgRuRyWDhQsjIgDFjYP9+qBvVFB0NaWmSwlLvgWdTKrHWzfBq96vJyMCAGg213XoZqaPpeXQNBjSAjKDoYGw2G78//Dvb39uOqbp2P3u+3sOer/cAULi3kB/v+JFuF3fjtMmnNYgYqsiroNOwlh+6GRkZdOnSxcUfxf8pKChg1qxZ3H777ZhMJkpKSigqKqKkpISysjJ0Oh1lZWUcP36cyspKqqqqqKysxGg0OkKl7f5o9WnpxezKeqVS6RSpUz9CJyQkBK1W63jpBgUFodFosFgsPlMGYcSIEYxoyrm8Ea6//noWLVrU7uPabDYMBgPV1dWUlZU5BnvmZXsKhcrKSsd/W11djc1mc/pPcnJyuPXWW11WAEtKSgDJWpmUlOTkm1hVVcVnn30WEMoKCIUlYGg074aP0dSDVtAESiXceSesXQtvvw1vveW8vomQWptCQfaRI6z96CMpI2xEBMPi45GPG4ftwRnw+quOtj2PrgFAhg05FrYt3Mw3Cwsc61UhKpRBSlTBKhIHJZK+Mh2A9BXSeMdHO/j+lu8d7QffNZgrFl1BRW4FYclhLZ7ikSNH6N69u2u/RwBQUFDgSJyoUqlISEjwmUrVVqsVg8HgUJLsUTt1h5qaGoqKipg7dy4TJkxwKFJGo5Hp06d7+xTahLssQzKZzKHoRUdHu2WfrmC1Whv9aC0pKWHlypUBVaRVKCwBgFKp9ItwtczMzIA1/5vNZs9YurZtk8at8XtQKglCsrwdPnyY7aWlpA8ZwnVr1yJf+Gajm2gwcA3f8h1XOy0/OOwgR81HiY2NRaFQoBmvoev6rqiqJKuObKJMuu6OQtVfVaQtTqO0rJSqwiq0cS33lx87dozRo0e7fm5+TmFhoVv9E9yJXC53WFJa8rP5448/eOGFFzpIMs/iK11ZbaWp58769esZNWpUB0vjWYTCEgAEBQWh0+l8XmHZtWsXvXr18rYYHuHIkSNuqYnUAHsI+BNPuL6NUklMaGjzCaJsNjCZJOdcgwH0evobDHSvsVFOOLnbculzZR+Co52vKbPZzJFNR9jyxhZ6zexFpbHSYfK2JFrQ/60nY0MG1igr76x8h1f+90qDQ2dmXoJeH0mPHr+zd+//mDdvnuvn5ucUFRX5fReYv7/gTxWqqqr8OuNvYwiFJQAIDg6moqLC560XBw4c4Nxzz/W2GB5hx44d7Nu3jzlz5iCXyx1h5XUHe02ZutN2J7368/Zl3XfuJBaoGTECy8CBKDQalEFBKIKCkKvVkv+KUimNT0533rOHrDPPbF5gmUyq2lwvxDbo5JBwRuPdFEqlkl7n96LX+Y0onlMbP5ReL7nh/PGH8/IjR65j3LjrfMb3oSOorq726yysIJW2OJX+M39l6NChbN68mTFjxnhbFLchFJYAQKvVUlFR4W0xWuTw4cPce++93hbDI2RkZDB+/HiGDBmCxWJxRBrYp+1ju+Ok2WzGYDA4LWusTTezmavDwzGmpyM7eBC5xYLcakVutaKwWlFarchtNuQWC0pAefLrN8RDqb3bwpEjDZUVkPLcHTp0ORaLc5BToOPrvmYtkZWVFbCh2YFEVVVVwCmWQmEJAIKDg6msrPS2GC1SWVkZsA+6Q4cOMX/+fM90C7XAL7/8wt69e3nkkUekrh6zmRgfiAo4eBAuvBBOBjFw1lmSS878+WDPX7Vr1xT++QfOOcd7cgpaR3Z2ts84CgsaYjAY+Pjjj5HJZM0WSfVHRDysC1gsFp8OHfYXhSWQqaio8IqyArBnz57aYmkymdQ15ANf8RddBAUFkqsMwO23S+M77pDG9mjrAApiOCXIzc31+e7nU5XS0lL+7//+j+uuu4577rkn4JIy+u5b2IcwmUw+nU47JCTEL7qEBJ4hPT2dQYMGeVuMBvz3v7XTEyfCfffB0aNScWiAzExp7KNBM4ImyM/P9+vU94HMunXruOOOOwIqlLkuQmFxAaPR6PMKS1VVlbfFEHgJnU7nkWJp7eXCC2unJ0yAL7+UFJfOncGenDmGIoItFWC1ekdIQavx5dDstuDvPkV1Oe+88/ijMYexAMH7Hd1+gNFobJA+2ZcIDQ0lJyfH22KcsnRkmGdmZib/+c9/iI6OdqRqP3z4cIcdvzXUdVeaejKCKCgIfvpJSty7ecYXfMEtEH6ykVYrFXUMCWk4TkyUKlL7eOj+qUBRUVFAKSyBREJCgiPzbSDSLoVl/vz5zJ49m5kzZ7JgwQJAKiQ1a9YslixZgsFg4LLLLuOdd95p1knLZrPxzDPPsHjxYsrKyjjvvPN49913fSZnh9FoRNNEVlFfIDg4GH3dYnc+iMlkYseOHUyaNAmQ/nOtVktUVJSjmnNsbCwJCQkkJiaSnJxMWFiYX3z9HDp0qEOdEIODg3n77bfR6/VUVVX5bEGz5OTa4tJms5TuRS6X9JJRo2D8utWU/hZO1AfvQ1UVVFY2Pj56FFasgAcegH79vHlKAiSnzkDK7xFoeWUC7Xzq0maFZevWrbz//vsMGDDAafmDDz7Izz//zPLly4mIiOD+++/n6quv5q+//mpyXy+99BJvvvkmn376Kd26deOpp57isssuY9++fT4RlmUwGHy6S0ij0WA0Gltu6EUOHTrE2LFjeeONNwDpptLpdOTl5VFQUEB+fj5FRUUcOHCAkpISSktLnZSwuvUxGkOlUjmUn5iYGGJjY0lMTCQhIYGkpCSioqI85jj9559/MmTIEI/suz7Hjx931HIJDw9veQMfQamUhroosg9QldKJqOuvb37jb7+VKlZ/8w3cfTf4cYSKPyjgrhAo5wGBVYstNzc3YP1XoI0KS2VlJTfddBOLFy9m7ty5juXl5eV8+OGHfPXVV4wcORKAjz/+mH79+rF582aGDx/eYF82m40FCxbw5JNPcuWVVwLw2WefkZCQwA8//MD1LT3MOgBft7AEBQVhqFud1wfZtm1bbSQL0gMvIiKCiIgI+tYt6tdGqqqqyM/PJz8/n4KCAk6cOMHmzZsdyk/dKKrmlB97PZCIiAgiIyOdFKDY2Fji4+NJTEx0uh62bt3KY4891u5zcIWLLrqIN99sPL2+35Gfj8KV/764WBo//bQ0zJ0rhSCdd55HxXM3Vqs1oF70gYDRaAwoheX333/nqquu8rYYHqNNCsv06dMZP348o0ePdlJYtm/fjslkcqoN0rdvX1JSUti0aVOjCsuRI0fIz8932iYiIoJhw4axadOmRhUWg8Hg9ILW6XRtOQ2X8XULi1Kp9HmF5eDBg1x++eUe239ISAg9evSghz1Wto1YrVbKy8spLCzkxIkTFBUVUVRUxO7duyktLXVUX7WXn5fJZGRlZfHCCy/wwQcfuONUmuWPP/7weWuaq2hKSwl1pdt3/Hjo3x/27ZPmn3wShg2DzZs9K6CbKSwsJCys5YKQvk5ZWZm3RXAbRUVFAfGf2NHpdERGRnpbDI/RaoVlyZIlpKWlsXXr1gbr8vPzUavVDX6whIQE8vPzG92ffXl9H4Dmtpk3bx7PPvtsa0VvMwaDwactLKmpqRTbv0J9lKNHjzboPvRF5HI5UVFRREVF0adPH5e2WbBgQYdVZ120aBHDhg3rkGN5moSKCslHpcWGCXDJJbUKS//+8PvvnhXOA2RnZwdE4kRf6KZ3FydOnPCrrtWWCCRrUWO06uyOHz/OzJkz+fLLL7160c6ePdtRcK28vJzjx4979Hi+HtYcGhrq8xYWk8lESEiI2/e7Zg307g2XXgpLl0rL3nsPXn0Vdu2S/DY9zf/+9z9uvvlmzx8I+PLLL1m/fj27d+/ukON5DItFGn/yCVx5JTRnJb3nHjjp+8Qvv8C//4IfvmQCJUOsrzp5t4WioqKAtkgEGq2ysGzfvp3CwkIGDx7sWGaxWNiwYQMLFy7kt99+w2g0UlZW5nQRFBQUNJkZ0b68oKDAKZdEQUFBk8mw7OGcHYXBYOiwL+i2oNVqA6aboDVYrdKHN8ChQ7B6NSxZAj/84NzOk07z+fn5hIeHd+iXjclkon///q3apuxoGRmrMjj73rM9JFXrWLdhAxfbZ1asgIgIyZISEuIczhwSAnaH/cGDpRz+Pvzx0By5ubk+mS/nVKaoqIioqChviyFwkVYpLKNGjWrwZTd16lT69u3LY489RpcuXVCpVKxdu5ZrrrkGkHwXsrKyOKeJYiHdunUjMTGRtWvXOhQUnU7Hli1bmDZtWhtOyf34uoXlVHXka8ywVl9Z8TTPP/88jz76aIcec9iwYTz00EOOiKvmOLzmMOueWkf25mwAzrrnLJ+4Xr777jt6LltGF6tVUkCOHq0NY7YP9vnTT4dZs8CDPlAdQV5eHgMHDvS2GII6lJSU+PTHqKvYbDZ++OGHgOqua4xWKSxhYWFOkR4gOTvGxMQ4lt9xxx089NBDREdHEx4ezowZMzjnnHOcHG779u3LvHnzmDhxIjKZjAceeIC5c+fSq1cvR1hzcnKyz3g7m0wmn04cdypiszlX+N2+HR56CM49F8rL4Z13atf98guMG+cZObKzszvcN+ell15iyJAhzfpW2Ww2Xo57mZriGgC0MVpqimt8QlkByXcg+eqrA75M848//khFRQVarZZNmzbx4IMPelukgKK6upoVK1Ygk8mQyWSUl5fzyy+/oFarkclkKJVKNBoNarUajUZDUFAQGo0GrVaLVqvljz/+4O677/b2abQLm83G/PnzGTduHBMnTvS2OB7F7ZluX3/9deRyOddcc41T4ri6HDx4kPLycsf8o48+SlVVFXfffTdlZWWMGDGCVatW+Yy2KBQW3yEjA+oHlmzfLvUWrF8vzRcUSMO330rzO3Z4RmHZtGlTu6OS2oJMJmPhwoWMHTuW1atXN1rgzFhpdCgrgGPaZrN5TWlZu3Ytf/31FxGqCMr3lJF9x52EWswExcaijY1FnpUl/cHTpkFYGMTFwZln+kQhx7by6quvMmXKFEpLS7n66qv9vvuhvLzcZ57LAEuXLmX9+vUMHz4cq9WKzWbjww8/JDo6GovFgsFgoKqqiurqampqapyma2pqWL9+vd9HCdlsNsLCwk4J6127FZb19rfESYKCgnj77bd5++23m9ymfg4MmUzGc889x3PPPddecTyC2WxGWT/rlcBlKioq3OZzVL8Cwa+/SspKXRISJIXFzogRsHix5IS7cKG0LDMTundvnyxvvPFGA2W8oxg+fDjnnnsu7733HtOnT2+wXhOmYeaRmRz78xhH1x/FUGYgslukVy0sb7zxBpMvmczh/xzkC7YSs1dKIX4iNBSL0Ui43Q/rf/9zbDN71CgOn0yE1VjuHJVK5UiiVzd3Tt38OfHx8Y06imZkZPDll1/SuXNnR7vk5GS6du3qtnNOTEzkDnt56gDAnt/ozjvvRKPREBwczOzZs73WrVJZWcmECRMcLgh1USgUBAcHE9xMOYfff//d7ytPy+VyrKdILS7xFnYBo9GIxWJpMv29/avVZrM5Hqotja1WKyaTyTG2WCyYzWYsFgsmkwmTyYTRaMRgMGA0Gh3T9iKH9mX2dhkZGTz//POYTCYqKyspKysjPDy80X1bLBYnWe1yyeVyxzL7i63+PEhOyIWFhc1mL67Lzp076datm0ttW+LWW53nx4xpvF2fPrBxozRdtwifnXPOcVZqWov9evDGg3rdunW89tprdOnShWeeeabJdpGpkUSmRjLwFt/48goKCuLqm6/mf/+5jhhO1jv53/+Iu/hiin/dQmFeIfE3jAa9Hv74AyZOZN6CBZIPSxNUV1c78uUUFxdTUlJCSUkJhw8fpry8HJ1Oh06nw2QyAbXXsUwmo6CggE6dOtGtWzcyMzPZtm0bv/76K926dUMmkyGXy50UofqZlOPi4oiPj2/Sv62ystKnfd/aQs+ePdm+fTtVVVVUVVXx1ltvsWXLFsaOHeuR461fv56XXnrJUQqg7nPIZrORkZHRrkSK5eXlfqewGAwGtm3bRlhYGKeddppDMQsUf5zmEAqLC1gsFqZNm+bQ1O3KSXNfq/XX1X1QgqRw2KvsyuVyFAoFcrkcpVKJXC5HpVI1GAoKCti6dSu33HILarWa8PBw1Go1arWaefPmOfpqVSoVMpmM0NBQx7y9D9c+rVQq2/y1PWnSJD788EOX2+/du9ct2WwBJk+Gl1+unf/xRymvWF0DmNnccmRQe92jFixY0OhXXUcwd+5cfv7557aZ5quqpLLJGzZIFQnj46FvX+iALs+0tDTumXQPPTmL8fwsiXPJlcgtJmKQPgYOf/8fuq98o/YPbCEMODg4mK5du7bJKvLqq6/Ss2dPR4ZtkJyo7RiNRoqKipwSCNqVIXsCQZ1Oh8Ueol0Po9HI8ePHHfWz7CgUCiIiIujduzcPPfRQq+X2NqGhoQ4FIioqyqNhzn/++SePPPIIF198ccuN24DRaGzWAuOLvP3221x44YWUlJTwxhtvEBwcjNVq5dixY0JhEYBarXb0i3qTo0eP8tJLL3HXXXd13EF37ZL6YS65xKEVWK3WVikg6enp3HbbbW4R56WX4MUX4f/+T0p4alc8Zs2CK66A774DVz642uv7uHbtWn755Zf27aSNxMbGtl5ZycuTqhHW5csvnefXrZNS3nuIjIwM/v34X35a8z1H+o+n276fCbFUOLXp/tOb2KyvIysokBxyPVgX5cCBA0yePLnJ9Wq1muTkZJLr/27txGAwUFBQwN133+2XCktdDAZDq174RUVF7Ny50/FxZf+Qss8rlUqUSiUKhQKlUkl+fr7bf//6+IojuqtYrVYGDx6MTCbjoosuoqqqioKCArq3t4/bDxAKiwtUVFT4hGNWWFhYx1VlzsqCDz8Eu1/R9987tIOrr76aqVOn8tBDD9GpUyciIyObzUOSk5PjNgsLSD6YTzwhDfZnzauvSkNdevWS8rPUx2RqWIivNfzxxx+cccYZbd+BN/juu8aX3323FAteWAgXXyz1n113nZSszcUfqTK/ku9u+o7yrHIiu0UycMpABtzUeORU+Zq/eYrnYR+cCE0l/O15aKbc4Fh/ZMIMusnlUn9dXJxU3tlDlJWV0blzZ4/tvyk0Gg0pKSkBkWFVr9e3ysLywAMP0K1bN+RyuaNL2z5YLBasVmuDcWpqqudOwA+ZMGEC7777Lvfddx8gReqeCsoKCIXFJXzF6TY0NNTzCkteHrz/PthLHyQmSl+5ddLB33jjjYSGhvLxxx9TUlJCTU1Now6RdiVm586dHouyMhikFB7PPiuJGhwMDzwA0dFS19CGDVKPR+fOUg6yP/5on7IC8O677/L++++7Q/yOo+6XvFYL1dW18++/X6v5/fGHNOTnQ53ukfpUFVax/tn1ZPyaQdmRMgBOv+F09ny9h8OrD7N29lqm7ZpGUKSzJSh186eO6bjKo5AUQ803Kyl4cxmpGz4ndcVC4E3p+B72LfC3L2tfpLq6moiICJfbm0wmnnvuOfHbt4PevXuj0+lYuXIlV1xxhbfF6VC8/xb2E3zhBlOr1U32l7uF7Gzo0sV5WWSk5PQ4ZIjUNfTmmzBjBhMmTGDChAku7bZ+H747Uaul1Pz1ezdAcssYNUqadme2W71e36qHtLtRq9Wtt/q9/jrYo4lqahquLyqSlISvvpL6205WW2+K32f9zq4vdjnm+1/Xn/HvjkehVrDz053ojuv447k/uOy1y5y2C6JezatLL0ULpJ6cPXbrE9J0QUGL/ivtpamK3QLXqaqqanWodkc+S+fMmcO+ffsaHFOhUKBQKNi9ezf33XcfQUFBaLVaQkJCHD46YWFhjsEeiRYZGUloaGijqQQ6krPPPpvXXnvNqzJ4A6Gw+BF2Z1+PsWlT7fSTT8LcuaDRSC8zezxx3S/zU5AVK1YwdOhQr8rQuXNn9u/f3zo57rsPJk6s9WORyeC882DtWuk/jomRhttukxSWd96RuogaQV+up+tFXTm48iCGcqmGVWlmKQu6LnDMA+z7Zh/nP3E+wTF1fByaqfSbTi96f3rSqlNQAD17un5+foY7Q/29icFgcDjgukJHK4n79u1j2bJlDWQwm83o9XpHtJN90Ol0VFRUUFlZSX5+PpmZmY7cLVVVVdTU1KDX67HZbOTm5pKcnNzkc7moqIiYmBhkMhkhISEO5SciIsIReWaPPouNjSU6OprQ0NBmrflGo5H169fz+++/c2v9kMlTAKGwuMAp8yU2YQL06yf1nTzyCDzzjJTIa8UKqZ5Laio89lird7tv3z4nK4s9wiovL48ePXo4cmfYw0WHDh3qtjBod/PZZ5/x+eefe1WG7t27c/DgwdYrTvX9Qf76S6pvUFcx6NVLquvzzTeSteXGGxvs5pvJ35D5W6bTskG3DyJtURoFu2pjxXXHdeT8k0OvsbWZ/oIrK7HMmcORtDJCD25HWZBLeeogQmbdQ7crz6/dYX6+lEDHQ3j7nt6zZ49b8714C3taBlfDt33BUi2TyRyRlx3hm2ixWCgrK6OkpMQRel9WVkZxcTGHDx92hN5XVlZiMBiazKmSl5fHWWedxV133cXLL7/sE79lRyMUFj/DoxepRgP33gszZ0pOIF26SA4idk6cgOuvh5tvhoMHJefMLl2cM5HabIwdN46wsDDHl0f//v0bfOVITW2UlZWRn59Pfn4+hYWFFBcXM23aNFatWuW582wjVqsVs9ns9Wq1PXv2ZKM9yUxraKxAZq9ecMcdcO21UjeQWi3FiX/1leQA1IjCMnr+6AYKy6/3/+qYjusfx7Td05DJ612rBoOUHK5rV3rWyR8T25isHu4SKi8vZ9euXUyaNAmFQuH40rV/7cbGxjJ69GiP/df79++nV/2UzX5ISUkJU6ZMcbmrWtdcVe4ARaFQEBMTQ0xMTLv+82eeeYY5c+ackoqKHaGwCJy5+24ICoLDh6VIoTPPlCKEAIqLYelSaQB4+GHnbUeMgI0buWDcOGY3oqDURyaTOV4S/fr1AyQT8yeffNKk30toaKhjm+joaGJjYxkzZkyHRFx8/fXXHssH0Rq6devG8uXLW79hY4n+Bg+WnGzteXWio6HkZFK3JkKcEwclEtsvlqL9RaRckIK52kzutlwAJn03iX4T+zXYZuXKlVRu28YNIOV/Wb0aevSQqjLbKzPbp1UqKV+MBxWWyMhIDh48CEg+SQUFBRQWFlJQUEBRURHLly8nKyur0SzC7uDQoUNcffXVHtl3RxITE8PXX3/tbTFOCQYNGsSRI0dOmYigxhAKi5/hcVN2UJCktNjJza1VWDQaKSynKU5+9V9/8kXQFjQaDf/880+j66xWKyUlJQ5rzIkTJ1izZg1Hjx7tkIrJ3377LUvtypoXiY+PZ//+/fz000+O/vCIiAiio6MJCQlpOsR84kQpiU1UlGRJGTQIBg6UPJLXrpVC2HfuhClTYNKkZgsw3bvzXoyVRoIig7CarRSnF6PSqojq3rgD5jvvvMOddZXQlSslh+7KSmk4mYnWiQ7qFgwKCmqQfK6qqorY2EZtP25h5MiRvPTSS475pr6ay8vLeeWVV3w2jP5U/trvaHr06EF2drZQWASCJqmbtMmurLzwgpQEBaSXX2mp0yaW007ziChyudxhrrdjT6/uaaxWK1ar1SeKYGo0Gqqrqzl48KDDQdDuNFg/7L2uQ2D9aeokvpPJZFgTE5ElJUFNDfLPPyf4228JDQ0lPDycsLAwoqOjiYqKIi4uzlF7R21Vo1ApiD8tvlmZQ0NDuWbqVMm60hhGo2RVsSswNpvkT+Uljhw5wvnnn99ywzZyySWXcMkll7TYbu7cuRQWFnpMjvbibV+gU4kjR45w5plnelsMryIUFkHLLF8u+avYsSsrAAMGwN69UiQRUBgWRkQLIbHuJDU1lY8++sjJ8hEUFETnzp1JTU2lZ8+e9O3bl6SkpHZ9DX7xxReMHj3aHSK3m+zsbAYPHsysWbM8dgyTyUR5ebnDSbC0tJSSkhKys7PZs2ePIzV9dXW1U12q+hET9vmKioqmDiWhVkuDj1QzzsnJoU+fPt4Wg6NHjwZU8URB29i+fTu7d+92OZVEoCIUFkHL9Oghjc86C956SypzPHs2fPEF/Psv2B3pYmOJLyrC1tLLyY00lg9Gp9Nx4MAB0tPT2bhxI1999RXp6enceeedJCUlkZSURHJycosZeuvyww8/+ER3EEgp7j2doVWlUjWwZrWVvLw8nnrqKTdI1XFYLBafCDvW6XR+V5xP4D4KCwv57LPP6NevH08++aS3xfE6QmERtMyZZ4LV6hwN9NFHUjKyyEhp/uOP4corIToamZe/ksPDwxk6dKhT2O/GjRs5ePAg27ZtcxSxs1sH7OTk5KBQKEhNTSUuLo6EhAQ6depEcnIyNpvNJ7qDADIzM/0qXfnOnTvpGcA5VTxJcXExr732GpGRkcTExDj8lJKSkoiOjm5bAUw3kpub69XjBzLLly+nrKyMGTNm+ITy7AsIhcUFRD8tzsqKnbpFz+65B5KSpGkffIiNGDGCES3k9XjooYeYOnUqKSkpZGVlkZWVRW5uLn/++adPfd0cO3bMr1Jy79+/3xEFJmgdwcHB9O7dm5KSEo4dO8bOnTs5cOAAYWFhVFZWYjabXdqPTCYjNzeXJPs9ehK5XI5Go3Fkd7X7K0VERDgyu0ZFRTkUptDQUKeuVU8XJmwv/uoUXFNTQ2ZmJo8//ri3RfEphMLiAv560XsclUpy3Bw3TnKatDvfXnONd+VqIzk5OZx22mnI5XLOOOMMn43MyM3N9Qn/CldJT08PiBBeb6DVaj2qnJrNZioqKigtLaW0tJSysjLKysrQ6XQcO3aM3bt3U1lZSUVFBVVVVRhOOt7bP+Ly8vIaTUGQnJzMggULPCa3K1RXV/uMVbS12PP/FBcXE+PBiuX+hlBY/IwONcHabJIzbWxs4xYWgJM1NWzAxid+JZwBDPSjl2ldbDabyz4t3qS6urrV9Vu8SXFxMV3q16jycSoqKhwvYplMxoABA3iirrN5gKBUKh15jdyJJ+uHuUpRUVGrygb4Gg8++CCvvfYanTt35pZbbvG2OD6BUFj8jA4zwW7ZAsOHA1BELIuU92Eyy3kw+0HCO4Vjs9rQ5eg4vEvJP4r7yLfEw2GA7gwMCekYGU9R/LGL0h8Uwbr8+mtt5t7i4mKPRmQ1x/Hjx1mxYgVxcXHEx8eTlJREcN2uWEGTlJWVdUjqfU+h0WiYPXs27733Hps3b2b4yefxqYxQWAS1bNkCO3ZIuTK++UZa1qcPbx+8AU52lf9878+MfGEk7w18r86G8SQMTKBgZwHmCNf61H2R7Oxsvv76axITE+nUqRNJSUkN+uwFpx7bt2+nd+/eXjn2gw8+SEZGBlu3bqWkpITy8nJycnK4/PLLvaZE+QslJSUdkgHb09x777289957REVF+VVXsCcQCouf4ZGX519/SeHJM2ZI84cOwddfw6RJVD37CvT7CA0GDGhI/ymd9J/SARj+4HASByXS5dwuRPeM5uUhL1NTVuN++ToIlUpFWVkZhw4doqioiNLSUkeffUtotVpHYrXo6GjCwsJITk4mISGBuLg4IiIi0Gq1p6Ty4+/nvHPnTgYMGOCVYzfWtbJo0SJhZXEBnU7H2rVrqampQXGy6/quu+4iJSXFy5K1nttvv50PP/xQKCzeFkDQOtzSHbBuHXzwAezZA6edJikndXn1VejWDcOs//JKv48AGDgijNgbRvPL9F+ITI1kyPQhnPvwuU6bVRdWE9+n+YynvsqJEyfo0aMH06ZNa/W2NpuN8vJycnNzKSwspLCwkIqKCrZs2UJpaSk6nY6amhqMJ4sPNlWOvjGUSiWhoaGOcvRRUVFUVla2WkZv4o9dWHVJT0/nxkaKQHqLQ4cO+ZQ89dHr9SiV3n+1XH755SQlJWGz2bBaraxdu5alS5fyyCOPeFs0l1m7di179uzBarVy0003eVscr+P9q0rQsWRlSVV57eza1bBNZCSMG4d62JlEMJNyIjH3O50h9w1hyH1Dmty1ucRMcl/fDnNsim3btrX560UmkxEZGUlkZCT9+/d3q1wGg4GSkhIKCwspKiqiuLjYrxQAi8Xi9xaWsrIynwrfzc7Odvt15k5OnDjhE10xcrmcIUNqn1c5OTlkZ2d7UaLW8cUXX5CamsrMmTO9LYrPIBSWU43kZCkF+smvfQDi46GwUMqr0rOnpMS8/TYyYDJLWMS9pC1OI//ffFQhKjRhGsqOlhF3WhzqMDXnzjoXq9mKslJJYi//zMq5a9cur5n9m0Oj0Tiy84KkAHz77bdelsp1MjMzSfBg1eWOQCaT+ZTS5StZeJuiqKjIJxSW+hiNRtRqtbfFcJmysrIWc0edagiFxc9o94NTqZT8VR5/HMrKpPkvvpCSvslkUihzWZk0fu45klav5ozOSVTLgolIicBUZWL3V7sBKNwjFWVTqBRse3cbAJGpke2Tz0scPHiQ22+/3dtitMixY8eIi4vzthgus3v3bnr16uVtMZyw2Ww+pYAEGlVVVfz2229UVFQQFBREcHAwwcHBaLVabr31Vo9WwW5JLn8KcxbXaEOEwuJnuKU7oH9/WLGi8XUyWW0BupOJn+qn/Br3zjjWPbWOi5+7mBejXnQoK1aFlV5jfevl5CoVFRV+oQjs27fPr9LyHzhwwKfCMY1GIwMGDGiVNW3fvn0elCjwGDFiBOvWrXNUErcPv/zyC99++y333HOPV+SqrKz0qyRsVqvV2yL4HEJh8TN8QesOighi7JtjAZh+YDqH1xymuqiaDzd+iFzpX/k27PjC7+oKhw4d8jmLRXN06tSJlStXMur/27vvsKbO9g/g3wRkQ1hBEBCq4h4oTtyjropoVdTW0daqVWut1oG7+mvVVl+tRV+101WrFeuoe6Hgq1REZCND9k4gCSRASHJ+f6SkIiuBJCcJz+e6cgEnJ+fc4SQ5d57zPPczdizdoQAA4uLi4O/vj2+++Uap9WUymU4UQdM39vb2sLe3r7UsLS0NlirUaLp69Sp+/fVXAMCqVaswYsSIFsUkFAr1pi6LUCjUq8tX2kISFqJFHLs4wrGLvIn38KzDNEfTfPrSkTUjIwOTJk2iOwylubi4ID8/n+4wFKKjo1Wa10gqlerEiBdDIBKJVOrPdOfOHXz11VfIyMjAr7/+CoqiYGpqClNTU3Tv3l3lfjwikUhvEpbr169j4sSJdIehc8g7kVCb4uJiukNoNn1pYSkuLsZbb71FdxhKi4uLQ48ePegOQyExMRFz585VaX1XV1cNRqQafZ4fp7y8XKWEgaIoGBkZYejQoYiKisLDhw9RXV2NnJwcuLi4YNeuXSrtX19aWHg8Hl69eoVZs2bRHYrOIQkLoTZOTvpZg0VfWlcA+WR1ujxC5E3JycmYM2eORrZdU1+jpiiYMrKzs1VKoGJjY3WqWFdcXJxeFj4DVE8YpFIpjIyMYGNjg02bNimWczgcvPvuu/Dz88OHH36o9MSafD5fp0asZWVlITg4GCYmJrVqM1laWjarHlRrQBIWPaNPJ1d9kZWVVed6O6Ee8fHxGmuh2LlzJ8LDw2FjY1NvMb6a0UCvL09NTVWpb8DLly8xYcIEtcXcUgkJCXrVh+l1IpFIpeHONS0sb3J0dERoaCiePHmClStXIiQkBCYmJjAxMcGCBQsavORXUlKCTz75BPn5+Xj06FGzn0dLSaVSnDx5EhRFYdWqVSol3K0dSVj0jFAoRGBgoKLMO4PBAJPJVFzSYDAYMDIyApPJBJPJhFgshpWVFYyMjGBsbKz4+XoF1ZoqqtbW1rCwsICZmZnKl0h4PJ5iSnR98/z5c536Fm1INFlw7fHjxzh9+rRGR3f17dsX+/fvx8GDBxtdr+Z9aG1tjQ8++AC+vr6Nrt9cycnJ8Pf318i2myMrKwvHjx+HkZERLC0tYWVlVetmbW0NGxsbWFtbQyAQqNTC0lTr2ZAhQ3Dp0iVUVFSgqqoKWVlZmD9/Pjp06ACg9mVeiqKQkpKChIQEWjtR//3337h37x7mzZunty1ldCIJi56xsLDAzJkzUVFRAZlMprgB8jelVCpVLJNKpfjmm2+wZs0aVFdXQyKRQCKRQCwWQygUoqCgoNaww8rKSlRVVaG6urrJOJhMJiwtLWFvbw9HR0fweDxUVlbixYsXcHNzg729vd7M0BsbG4uhQ4fSHYZB0mSLIIvF0nhNj+nTp2P69OlKrVtVVYWYmBj8+OOPGktYsrKy0LNnT41sWxXTp0+HsbExrK2tFdME1HyO8Hg85ObmQigUQigUQiQSoaKiAqWlpfj8889rbef1FrA3f3/16lWTdVPc3NwUv/fs2ROTJ09uMnaZTIaSkhJERkYq9lFzq0murK2tYWtrC3Nzc7V8jgmFQhw5cgS9evWqdXmLUA1JWJRQUFCAc+fO1VpW07rxesvG6z+Buh/WFEXVaqauuQHyZsKaZOP13yUSCaqrqxW3pKQk9O3bV+lmxN9++w3Tp09Xe/IglUrB5XKRl5eH/Px85ObmwsLCAr/99hu4XC7Ky8sV+3z9eb7J2NgYZmZmaN++PZycnNC2bVu4uLigXbt2cHFx0Up/jdTUVKysmfiRoI1IJMK3336rOFnY29vDwcEBDg4OcHR0hIODQ50RO7rUWdrU1BRisRjOzpqr9iwWi1UaGqwpxsbGOH/+PN1hNEtAQAC++OILGBkZYcyYMRAKhSgqKoJIJEJ5eTkqKioUSZayk5/m5+crqlFTFFXrf/Ps2TPcvn0bK1eu1ItOv7qMJCxKEIlEKCkpqXPSfb1l483l9SUyNclKffcxmUwYGRkpbiYmJorLNyYmJmjTpg3atGmD0aNHq3TN08TEBCKRSO0VHo2MjODk5AQnJyd4e3s3ezuVlZWYPn06PvjgA+Tn5yMvLw/R0dHgcrkoLS2FRCJRajumpqaK1h42m10n8WlsZEVFRQXsaorl6TB9rM2Qnp6OOXPmKF771tbWcHBwqHWMXFxc4O7ujrt376K0tBT9+vVDaWkpMjMzERMTAz6fD4FAAKFQWGtuIjMzM5qfXV0mJia4c+cOkpKSai1v06ZNrQksa2b2dnJygrOzM9q2bQsrKyudSsAakp2drdezRQcEBGj0slDN6J60tDScP38effr0wcaNG/Xi2Oo6krAooUOHDnrba9vc3BylpaWIj4/Hn3/+ic6dO2PRokV0h6VgYmICa2vrFheFKisrQ25uLvLz81FQUIDMzEw8e/YMXC4XPB6v0aqR8fHxCAgIAEVRsLCwqJX41JxQak6sdCYMGRkZelGN93XPnj1T/C6VSlFUVIS8vDzk5eWhsLAQ4eHhikkdIyMjsXfvXqWa9XXVgAED8OTJkzrLKyoqFDN5FxcXg8Ph4L///S9cXV1hY2MDPp+PysrKRredm5urE9/Qd+3ahQ0bNtAdhk67du0aOBwO1q1bRzrVqpFKCcuRI0dw5MgRZGRkAAB69OiBbdu2KQpZpaWlYe3atXj06BGqqqowceJEBAUFNTqU7Msvv8SOHTtqLevSpUudbyi6gqKAIUOAWbOAzz8HdP21OGXKFHz22Wdwd3dH9+7d8fTpU51KWDIzM9XSD8Ha2hpdu3ZF165dm70NiqIgEAiQk5ODgoICFBQUICMjAxERESgpKUFqairu3LnT4libKyEhQdGhUB8ZGRkpEj8fH58698+fP99g+xKZm5vDw8MDHh4eimX37t3DwYMHYWtrq9Q2AgIC8Mcff2goQuVxuVx07tyZ7jB0UlFREQoLC2FpaYl33nmH7nAMjkoJi5ubG/bs2QMvLy9QFIUTJ07A398fUVFR8PT0xPjx49GnTx/cv38fALB161b4+fkhPDy80T4UPXr0wN27d/8NSocrSyYnA3//Lb99+y0wZgxgbg706gX06weMHEl3hLVNnToVU6dOBSAvdV1eXk5zRLXFxMSgU6dOdIcBQH5prmbUVH21Ougu5JScnIz+/fvTGoMmVVZWgsVi0R2G1lRUVCidrOiSnj17Ki6p/PnnnzRHozvu3r2LhIQE3L17V+8u3eoLlTIDPz+/Wn9//fXXOHLkCMLDw5Gbm4uMjAxERUUpxtqfOHECdnZ2uH//PsaNG9dwEMbGGu2opk6vN/wUFQFnz9a+384OmD4d+Okn+TyCuiQxMVGlsuTakJiY2KI+MNoiEAho7zORkJCA9PR0PHnyBNbW1oqTu7u7O2xtbRXJlp2dHUxNTfXumrm+xdtabdu2DQDIHEv/qK6uxqFDh9CvXz989tlndIdj0JrdlCGVSnH+/HkIhUIMGTIEaWlpYDAYtUZ1mJmZgclk4tGjR40mLCkpKWjXrh3MzMwwZMgQ7N69u9Ex6lVVVbV6bwsEguY+DZVNm/bv73w+cOYM8OOPwP79wKhRQGkp8Msv8mW69vn76tUrnfuQSUtLw4IFC+gOo0kxMTG0lsSPj49HcXEx9u3bBx6PBx6PBz6fj7S0NHA4HMXMuDUjHKqrqxsdUlyTHCgz7Lhdu3b47p+ZuzWJFEUk9E1+fj6OHTuG5cuX622lb32icsISGxuLIUOGoLKyElZWVrh48SK6d+8ONpsNS0tLbNiwAbt27QJFUQgMDIRUKm108rNBgwbh+PHj6NKlC/Lz87Fjxw4MHz4ccXFxDXYw2717d51+L9rCZgM1U+awWMCnnwJvdsH4+mtAF0uQcLlcuLu70x1GLXw+X6PFxdQlISGBtuJyPB4Py5cvx40bN7Q+OoOiKCxbtgx3795t9EsHoVkcDkejw5kpisKRI0dgbGwMFosFGxsb9OrVq1adE6K2//3vf3j27Bm2bNmi090YDInKp9UuXbrgxYsX+Pvvv7Fs2TIsXLgQCQkJYLPZOH/+PP766y9FBVUej4d+/fo12n9l0qRJmDVrFnr37o0JEybg+vXr4PF4jXYu27hxI/h8vuKWnZ2t6tNotsePgZgYYOBA+d+HDgG3b8tbV2rocn80fSnmpmtSUlJomcRPJpNhxowZOHnypNaTlaqqKgwfPhx5eXkav2xXUVFBrvs3IiYmBh07dtTY9jkcDoKDg2FhYQEul4vo6GjMmzcPAQEBGDJkCC5cuIB79+4hIiICKSkpej3RqTqEhIQgPz8fq1atIsmKFqn8nzYxMVF0kvTx8UFERAQOHjyIY8eOYfz48YomamNjY9ja2sLZ2VmlkQ22trbo3LkzUlNTG1ynZopxOtT0D33yBIiIACQSIDMTuHULOH8e+PNPgMwKbnhycnJo6f8zZ84cbNmypdboEm0pKCiAmZkZzMzMsHz5csXyhqqTAvJv6iYmJrCxsYGtrW2tAnA1Q8WdnZ3BYrFqJc8xMTG0PEd1OnLkCExMTODg4KCoUeTk5AQrK6s6XxRUncoiISGhRSPgmpKeno7Bgwdj3rx5imWBgYEA5BMuhoSEICkpSVHNVigUYsmSJRqLR5fl5uYiPj4en376Kd2htDotTg1lMlmdaoA1w1Tv37+PoqIixSgVZZSXlyMtLQ3z589vaWgaxWQCgwbJfx86FHjvPeDECXpjIjQnOztb60nyunXrMG7cOIwePVqr+63h4eFRa/SesioqKlBYWKioN8LlcpGTk4OYmBiUlpZCIBAoppZgMBiQyWRIS0vDxx9/rIFnoR0CgQDBwcFYuHAhMjIyEBkZqehnVFVVVad/TlVVFWbOnKn09lNSUtC/f3/IZDKNtJJmZmY2eGm2Z8+eOjEdgC6oqKjA+vXrcfLkSbpDaZVUSlg2btyISZMmoX379igrK8OZM2fw4MED3Lp1CwDw66+/olu3bmCz2Xjy5AlWrVqF1atX17r2P3bsWEyfPl2Rna5duxZ+fn7w8PBAXl4etm/fDiMjI8ydO1eNT5MA5N+idI2+dLTUdj+bo0ePAoBefos1NzeHp6cnPD09lX7Mzp070b17d80FpWGRkZEYMWKExjqQBwQE4IcffsCBAwfqvGfqm6m6Zjnwb6tXzUSENRV3ayY8dXZ2RlxcHPr27auR2A2FRCLBt99+i8OHD5NicDRRKWEpKirCggULkJ+fDxaLhd69e+PWrVt4++23AcinYt+4cSNKSkrg6emJzZs3Y/Xq1bW2UXPJqEZOTg7mzp0LLpcLNpuNYcOGITw8XKcqeurLSbUpdI5yqY9IJNKbfgvafA2EhIQgJCSkzvxVhiw9Pb3WZSd9Ex0djV69emls+0OHDm12UT2KoiASiVBcXKyY8qKmAvShQ4fQrVs3mJiYYNTrHfEI8Hg8pKSk4NWrVyguLoZIJMKyZcv0snaOoVApYfn5558bvX/Pnj3Ys2dPo+vUVMmtcfbNQiY6iNSH0IyYmBiVvoW3BhkZGfj6669x+/ZtukPRKqFQqPGZlzUpKSlJ6VmdtY3BYMDS0hKWlpZ13m9hYWH47rvvdKLkv64oKyvDkSNHwGaz0aNHD4wZMwaOjo7kPKADSPdmgjbR0dE6V8iuIdr4sBKJRFi4cCEuX75MRnPpGS6X22jtKF0lFotJsvIaPp+P/fv3Y8OGDXo9waOhIp+KrYREItG5bwgvX77Uiyq3lZWVGr9mXTN8+ejRo6TJWU/p2vvLUERERODChQsIDQ2FWCzW2H5KS0tx4MABbNy4kSQrOookLK1EXFyczn0DzMvL0+hQTXVJSEjQeMG9Dz/8ECtWrNCbFid9Q1GUwfRFay2eP3+Ob775BkKhEL6+vrC2tsbhw4dx6tSpRmdfb66DBw9i48aNtE/BQTSMXBJqJZ4/f65zozBkMpleFF1KTEzU6ASN27dvR+/evTFlyhSN7aO1mzt3br1JS1M1ZWrqSdXUk7G3twebzQabzYaTkxPatm0LKysr0rqiZufPnwcAbNiwQbHMxcUFffv2RXp6Ov7v//4PmzdvVvnzQyaTITc3FykpKUhMTISRkRF69OgBmUyGzp0701bfi1CO7p8tCLVITEzEe++9R3cYtejLN97Lly+jqKgI9+/fB4PBgJGRERgMBphMJphMZoO/v77szcfU3LKzs2FtbU3bVBP6iKIoxMbGgs1mw97eXqmTTM3cZ6qqqKhAUVGR4sbhcJCWloaIiAiUlpaCz+dDLBajqKhI6W2GhADr1gFmZoCVlXI3X1/A3l7l8PWOVCpFUFAQfH19MbCmnPgb3nrrLQQEBODOnTuYNGmSUtutrKzEtWvXkJqaiq5du6Jjx44YOXIkKIpCTEwMpFIpKaWhB0jC0krk5OTQUlpen/322284efIkpk+fjk8++QQymQxSqVRxk8lkkEgk9S5vaJ3Xf0okEqxZswbh4eF0P1Va8fl8REZGYuXKlWCz2Wjbtq3i5uzsDGdn51pVYZ8/f44VK1Yo5h+r6fPzeivHmy0eUqm0WbGZm5vDw8Oj0Sq8+fn52Lp1q9LbvH0bSE2VT6RaXi6/FRTIf5aUyH9v0wYQif59zIoV8mlADJVMJsPFixeRlpaGefPmNVn3qFu3brhx40aTCUtycjKuXr0KMzMzTJw4ETNmzKizTr9+/VoUO6E9JGFpgr60AjRFKpXqXM0TXW1Gv379OoKCgjB8+HDcuHFDMWKnplWkTZs2atlPcnIyGdYNeevfzJkzsWTJEmRnZyMvLw+ZmZmIjIxEaWkpSktLIZFIQFEUGAwGKioqsHfvXgwfPpzu0AHIi8Z1VmECsbw8oEcP4Pjxf5fJZICPD1AzLVp1NbBqFbBjB9C+PWCofUCrqqpw8uRJlJWV4Z133qk3oWgIi8VCaWkp7Ozs6tyXnp6O4OBgdOjQAZ9//jkZdWcgSMLSBIlEorYTFPEvsViscwnL7du3cfDgQfTs2RNXr17V+Mig9u3bg8fjaXQf+iAxMRHdunVDx44dNTrBn6bExsaqNNotLw94swHB1VXesvK6gwflNwBITgaCggAHB6BPH3nC01ISiYTWE3lqairOnDmDxYsXw8XFReXHz549G99++y2WLl0KOzs7yGQyJCYmIjQ0FK6urli9erVe9JEjlEeOZhMkEgl50WtAUlKSzkxd/+rVK6xduxbGxsYIDg5WaVK6lvjiiy/IBGqQz5Mzbdo0usNotuTkZJXmQcrLA17v/05R/yYr5uZARUXdx1y+LL/VYLOBZ8/krS/NlZubW2/rhDZkZmbiypUr2Lp1a7O/uFhZWWHDhg24ceMGBAIBmEwmOnfuTGZQNmDkqDahsrKSfAvWAF0YtVRSUoLPPvsMUqkUx44d0/p0EPHx8Th8+LBW96mLMjMzaX8ttER5eblKr503W1iWLfv39+howMUFaKqWW3ExwOW2LGFJTU2l7UtDSEgIFi9e3OJWVktLS5UmkST0G7mw1wSxWKzWoW65ubl4+vQpysrK1LbNpmiiZkFLJSQk0DbZmlgsxrvvvosPP/wQW7Zswe+//07L3FVWVlZa36cuEovFreZ/IRIBPF7thOXYsX9/79wZWLv2379/+kn+MzoaqKoCxGJ5fxeKAlr69jE3N8fdu3cxYsQIREZGtmxjKiorKyMVdgmVkRaWJojFYpw9exahoaG1ljc1O2p9uFwuXF1d4erqikOHDqGiogIMBqPO416vB1FZWQlTU1MwmUx06NABXbt2hVgshrm5OazKrSCOEMO+nT2sHK1gbmeONpZtUMGtgFQshfeH3jCxNEFycnKzrhFrUlZWlkYni6sPRVHYtWsXHj16hLVr12Ls2LFa3f+bSM2H1ic/X/7z9YQlOBg4derfSz5nzvx7X82VprZtAXX3mff19UVISAh27tyJoKAgDB06FIsWLSIdVAmdRRIWJaxbtw5Tp07V+n7LyspQWVkJNpsNiUSCZ8+eITY2Fubm5qiqqkL6r+mQRkohNZGCKWaCKa39QXNj5Q3F71bGVtj+63ZQgymYjDABm82Gi4sL2rVrB3d3d7DZbK1+UMlkMq12Zj59+jROnTqFefPm4caNG00/QAusra1x5coVWl5bhPrk5uZi1qxZYDAYMDExwdSpUxEQEFDvunl58p9hYUBREWBpCdjZARs3Ar17A//3f0B9ja+anBdyzZo1CA0Nxb59+/DOO+80OaRYHQxl9CWhXSRhaYJUKtX4aJGGWFtbK5pNjY2NMXjwYAwePFhx/4/HfgTPjod1xesAAJIqCapF1RAVi3DhvQvIj8xXrGtKmYIqo+Bq5grPwZ4oLCxEamoqHj9+DA6Hg7KyMrx48QIvX77UynPT1gfWw4cPsWfPHgwdOhQ3b97UqZFJXl5eyM3NpTsMooUeP36s+L28vBwLFy5sMGGxtZUXgFO1TqAmP4KsrKwwefJkHD9+HM7Ozprb0T8oiqLtM5XQbyRhaQKdCUtT8iLkX9d+9v0Z9h3t0fXdrugytQviz8XXSlYAgJLKE4SS/5Ug969cdJnaBWsur6m1zogRIzBnzhxMnz4dLi4ucHFxgaurq15OBJaamoq1a9fCzc0Nly5d0rnLL8uXLweHw8Hvv/9OdyiEGjGZzEbnounVS95ZViaTjwYSCuUF42p+vv77y5eAqWnL+6ooSyaTYc6cOTAzM4OZmRnMzc1hYWEBS0tLxU9LS0s4ODjUKtiWnp6Oy5cvw9jYuM7l7ZraOTKZDB4eHvD19UVlZSUcHBy086QIg0ISliZoOmH5/XcgNBS4fx/gcIC//waUnbZmwoEJuLX6FnKe5CDnSQ5iTsfUun9Vxiqcn3VekdgAAEq4MAfw8koSnh17hv5L+wMArly5AoqiMGPGDHA4HCQlJYHL5aKkpETpGVLbtGkDe3t7ODg4KCqWOjs7o127dmjXrp3ig1zTrSvr169HTk4OfvzxR1o60yrDyckJubm5SExMRM+ePekOhzaVlZUGNQQ1OjpaqWKATKb8cpClJeDkpPm4lBEcHAyZTIby8nIIBAKUlZWhvLxc8bO8vBxCoRCBgYGYMGECmEwmnj59iqioKHz22WdNXlJOTU3F3bt3IRKJMG/ePC09K8KQGM4nhQZp6jJCaSnw5vQ+sbHKJyyDPx+MPgv6oCy/DExjJm5/cRsp11IAAF7veMHUxvS1ZIUCwMDH+An2KEEiukIgnoTvv/8et2/fRrdu3fDw4cMW9WMRCoXIz8+vdYuJiVEkPhKJRLFubm4u3n77bUgkknqTCjMzM7BYLNjZ2cHe3h6Ojo6KSeccHR3h4uJSbx+Yhw8fIi8vD2de77mog7788kucOHECO3fuxLlz53Do0CFERUXhl19+oTs0rYqPj9e5WcRbIj4+Xq9n3GYymbCxsYGNjU2D69y+fVvxOREWFoYvvvhCqW136tRJo5OIEoaPJCzaJhbLu/6Hh6MipRxAXq27VfrsrqqC+fyZML9+HfDxwXtBQaj+YyYqeVWwbmeNM+/IT9rvnZ0CrznylpQijwFAZgm6IQnfCx6gVFKJK1euqKXDraWlpUofStu3b8fYsWMxYsSIWsspikJ5eTkKCgpQWFiI4uJicDgcPH/+HLGxsUhJSUGnTp0Uc/IEBwcDkNfz+PLLL3Hnzp0WPxdt8Pf3R2ZmJiZNmgQnJyeUl5fTHZLWxcfHw8vLi+4w1Obly5cG33rw+hc4Q2odI3QfebVpU2WlvJTlP9oBOIdZmA35LLLmRlXo0EGFvhbffANcvy7/PTIS8PVFm3bt0Oafjpwp1+WtLfxPtwAA0t8ag7fS78vvs7FBdHICfvz1V9qGMb58+RKbNm2qs5zBYCg6HL95Mrt27RoSExOx9p9iFTWdG2UyGcaNG4fHjx/rzYeora0ttm3bpvi7ffv2kMlkrWpY6cuXLzFlyhS6w1Cb7OxsvW5hUZWzszOys7Ph7u5OdyhEK9B6Phl1QT01twMQDAoMUGCAJ7WCnY2Ss8qWlgLbt9dd/tr183HfjgMA9OfcBAC4XPtRcZ/96NH4+cQJWk+OUqlU5c6wIpGoVqdGPp+PgIAAzJw5E0ePHtXZPivK6NevX6tKVgB5q5gh9eGRyWQ6N8mougkEAly6dAlBQUHIysrS6/ccoV/046sozdTWSfTcudp/z54NXLwov0wEwAQSQNn+Mm+OizQxkU/vumePYlHveb1xd/1dAEDVhKkw69YBqKpC+dq1cAgKgtjICE+dnbGnb19cunRJL1omKioqas31c+vWLRqjUZ9Xr17BUZPFNnRUQUEBtm/fDltbW0V/JQcHBzg6OsLJyQlOTk6NjrqhW0ZGBgQCgaKjuaGLi4vD6NGj4ePjA39/f50qE0AYPt0/QxmS336r/XdRkSJZASCfEU3Zb9hr1sincrWyAgID5bd/RjNxXnKQ+TATCcEJkHe2BUxvXUH+93/A5bMAWO3bB/TqBZMlSzAsLw/uU6ciLCwMo0ePVsOT1KyKigqDLOm9fft2lJWVYd26dbCxsYGtrW2dk7i9vT2srKxgZmZmMCcKGxsbLFq0CMXFxeByueByucjOzgaPxwOfzwefz6/VWbuiogJ//fUXjRHX9uGHH8LHxwcCgUAxiqahGiz1KS4uRpcuXWBjY6PoZP7mMXdwcIClpaVOfKG4efMm1q9fbzCvP0K/0P8OaE2WLgUePZL/bmkJhITUvv/995XfVvv28glF3kDJKBzuWjOhHoW2+HfOen5yEVwAeWvM4sXAkiXgt28PkUiEUaNGqfJMWkwgEDSrNkpFRQXatm2rgYjoVVZWhqCgIMVJm8fjobS0FElJSYoTd3l5OcRiMaqrqwHUP5XDm4yMjGBqagoWiwVbW1vY29srToJOTk6KkVfm5ua0nISMjY3Ro0cPpdcfO3asIiEwNzeHtbU1WCwWrK2tYWFhARsbG3h4eMDb21srMxE7Ojpi3759zX68SCQCl8sFh8NBSUkJuFwuSktLkZmZCT6fj5SUFBgZGSlqmbzp9ddAQ5hMpnwqDysrWFtbK0YB1bwmXn9d2NnZ1XtJKzY2Frdv30bfvn1JskLQhiQs2uTnp/iV99lWtCnnwdLBDDh0SF6ERQ2zQkvF8j4wxqjGZnytWF76+w10nTNR/odYDDx4AAAIr67G8ePHtf4h9OjRo2bNJfTmJSFDwWQy4e7urvbOi9XV1SgrK0NxcTGKiorA4XDA5XIRFxeH0tJS8Hg8CAQCZGZmKlWSvSY5MjIyqtUS9PqlHDabDScnJ9jb26u9htG9e/cAyE/UAoFAkeCVlJSgvLwcfD4fYWFhOH78OCoqKmBiYoLTp0+rNYYa6rhUbGFhAQsLC412WpVIJIr/VWlpqeK483g85Obm1qq3IhQKIZXW7Ufn6uqK/fv3k2SFoBVJWLSJxQJOnwbmzYPt7sB/l1taAkOHykf9tBCzjfySkityFMsEYS9gN6yP/I83Riqxv/mGlg+hJ0+eYMKECSo/rqqqCpaWlhqIiD5PnjzR2NDemmJ+9vb26NKli9q2W1VVBQ6Hg6KiIsXlnIKCAiQmJipOhkKhsMGTekZGBjw9PZvdWsZgMMBiscBisdChQ4d616EoCrNnz27W9pXB5/P1ogq0sbGx4jXQXN9++y1JVgjakYSlCTWlpdUlt/Mo3MMCDMBTtEUhTKzNYBUwGViyRPkOt41gGjGxtXorQtgBAA+gJk6ETd9OgEQC5OQAW7fKVxw2DBuYTHwzf36L99kcKSkp2FoTiwoMsYXl5MmTShff0hWmpqaKmcdVlZubiy+//BI//vhj0yu3QG5urkYvC8XGxsLDw0Nj29clAwYMwLNnz9C/f3+6QyFaMZKwNKGhuhgSiQRnzpyBQCCAVCqFh4cH/Pz8mmwCF3FESEcHpEP+rXBp6FJYeat3wjGmMRNjuX8Ay5aB8cMP8o65NaysgH37QK1Zg1cqdA5UN6lU2qzhn4bYwlJYWNiqKoBGRkaia9euGt/Py5cvERUVha1bt8LZ2Vkx6sjZ2RkuLi6wtrZu0ZeRuLg4rTwPXTBq1Ch8+umnJGEhaEUSlibU18IiEonw7bffYvHixYpvmKmpqfjqq6/w8ccfN/qt02uSF9aXrEeVoAo2bjZgGmmo7gaTCRw7BsybB+zaBdy8CcydCxw9CtjYIDUlBU66MomJCiorKw0uYWltTe2xsbG1Zh3XlNGjR+PSpUvIzMxEdnY2CgsLkZCQgJKSEpSWlqKqqgrAv31R+Hw+/P39sXz5cqW2n5ycjEWLFmksfl3CYDAMvr4MoftIwtKENxMWkUiEb775BmvXrq01vLZTp07YsmUL9uzZg+VGRrDbuFF+h4sLYGcnn1f+n5u5tTXMr10DJk2SJxUqnLAoikJ0dDT4fD769OkDW1vbxh8wfDhw4wZEHBH2svcCvx9Av8X9kN87HwMGDFD+H6EjqqqqYPV6i5Gee/z4MTp37kx3GFqVnJyMFStWaHw/TCZTMfHmkCFDmlz/1KlTqKinuGND8vPzW9Wxa02tgIRual1lNZtBJpOBwWAgMTERv/zyCw4cOFAnWalhZGSEwMBAnC0s/HehRAKMHw907iwfTpybK09ScnKAH38EsrOVjiU/Px87d+4Ej8eDnZ0dzp8/3+QkfzKJDBcXXJQnK/94/uNzJJ5KxNixY5XetzrxeLxm90MRi8UG1YflxIkT+Pjjj+kOQ6tEIlHTiTYNEhIS0LdvX6XXb+5lTYIgmockLE1wcHDAvXv3kJWVhVmzZmHz5s2NFi4zMjLC4r17cfjTT+ULiovlSUr37sCUKcAXX8iTlZrqnR4e8haWcfIy+lKpFAkJCeBwOLW2m52djV9++QWbN2/GqFGj0Lt3byxevBgeHh6NFtKqFlUj5lQMAKDTpE5YmboSDCYDUo6Utvk/QkND0bt372Y91tBOEhwOBx07dqQ7DALykUvNfV22Bq8X8CMIOpBLQk1o164ddu7cqdJjjI2NsezgQcR6eqLNn3/C6vlzOF+6BON/Cn7VKykJeXl5+OGHHzB8+HBERkaiuLgYZmZmqK6uhq2tLQIDA+t06h06dCiCgoIa3KypjSnWFq7Fvrb7kHojFY/3PQYlo+DwygGSSgmMzbT/Evj777+bPeEdRVEGM9+O2qZ8INRCIpE0q5hha3Djxo1WdfmL0E0kYdEQJpOJXl98IW9RAVCclYVzR4+ib69e8DU2BuPrr4HoaMX6ie7uuHvhArZs2aL2EtyWTpaYdGgSbq66icijkYrl1aJqWhKW1NRUvew/o26hoaHo3r073WEQzWRonaUpisKhQ4cAyGcS7927N3JychAXFwdfX18MHz6c5giJ1o4kLFrCbt8en+7ahfDwcAQ9fQrWjBkY1KYNSt56C1azZ6Ornx+6NfNShzIfnANXDMTAFQMhFUuR/iQde3bsgbk9PX1BZDJZs5MyQ2qVOH36NLZs2UJ3GFpV0ydM3xnS67BGTQXj5cuXg8PhICEhAV26dME777xDd2gEAYAkLFo3ePDgf4d0NqNwWn3atGkDHo+nVEdGIxMjvCx/ic4TSfMu3bhcbqspPFYjKSmpWcXmdE1WVhYcHBzoDkOtmEwmysrKAMjnSBoxYgTNERFEbSRhMQCzZ8+Gq6srjh07hkGDBoHFYsHe3r7BVoywsDDMmDFDy1G2Trm5ufjf//6HyMhIpKen1xomLxKJGpzZl8PhYOfOnRg2bJg2w9W458+fo1u3bnSHUUdVVZVKrX7R0dEGOcx30KBBuHv3Lsb9MwiAIHSJSgnLkSNHcOTIEWRkZAAAevTogW3btmHSpEkAgLS0NKxduxaPHj1CVVUVJk6ciKCgoCbnCzl8+DD27t2LgoIC9OnTB0FBQRg4cGDznlErZGtrC6FQiPz8fMTExCgmOpNKpZDJZKAoCg4ODpg6dSqsra2RlpYGHx8fWmItLi42qDoqMpkMSUlJCAsLw/Pnz8HlclFRUYHq6mrFbLje3t4ICAiAt7e30pMBlpWVYeDAgVi6dCk+//xzzT4JLYqNjcW0adPoDqOOFy9ewMzMTOmWyoSEBPTp00fzgWnZqFGjcOnSJRw+fBgff/wx6YRM6BSVEhY3Nzfs2bMHXl5eoCgKJ06cgL+/P6KiouDp6Ynx48ejT58+uH//PgBg69at8PPzQ3h4eIMjO86dO4c1a9bg6NGjGDRoEL777jtMmDABL1++1MtKrHRycXGBi4tLvfcVFxfj5MmTYDAYKCkpoW2kzYMHD9CvXz9a9t1cFEUhPT0doaGhePr0KYqLixX3MRgMuLi4YMCAAdi0aRPat2+vlj4a1tbWSEhIwKFDhzBhwgQEBwc3OpxeXwiFQp08CT5//hx5eXlYtWoVRCJRvcfw9WVRUVF48M+M59okEolw4cIFCAQCUBQFZ2dnvPvuu2p9P0+bNg3FxcXYv38/Ro4cCV9fX7VtmyBagkG1sPeYvb099u7dC3d3d0yaNAmlpaWwsbEBIC91bWdnh9u3bzfYxDho0CAMGDBA0TtdJpPB3d0dK1euRGBgYL2PeZNAIACLxQKfz1fsm6gfn8/HBx98gN27d9MyD8oXX3yBBQsWNPvb6Zw5c0BRlNo6PTIYDKSkpNTbvF+zDwaDAUdHR/j4+GDUqFFar5sSFRWFnTt3wtbWFjNmzMCoUaP0tpVqwYIFCAoKAovFojuUWtatW4e5c+cqnUzPnDkTP//8M6ytrbWW/FMUhR07duDTTz+Fo6MjAPkkosHBwQgMDNRIZ+YTJ05g4MCBOnkZjzAMqpy/m92HRSqV4vz58xAKhRgyZAjS0tLAYDBqfXsyMzMDk8nEo0eP6k1YxGIxIiMjsbGmjD3kHb/GjRuHJ0+eNLjvqqoqxTwggPwJE8phsVj4888/sXfvXtjb22u9FSs7Oxu9evVq9uPPnj2rxmiAkpISrF69GidOnFDrdtWpb9++uHjxIoYOHYpnz57h+PHjyM7Oxv79+zF06FC6w1NJZWWlziUrAHD79m189dVXSq8/f/58rFy5EpWVlc2a0Z3JZMLa2ho2NjawsbEBi8WCnZ0d7OzsYG9vD3d39zodssPDw/H2228rkhUA8PLywrRp03D58mWNXGpbsGABvvvuO5KwEDpB5YQlNjYWQ4YMQWVlJaysrHDx4kV0794dbDYblpaW2LBhA3bt2gWKohAYGAipVIr8/Px6t8XhcCCVSuv0cWnbti2SkpIajGH37t3YsWOHqqET/2AwGPj8888RFBSEL/6pE6Mtulb4LSYmRm8qzbq5ueHLL78EIL800LdvX4wbNw47d+40uBEr2taxY0eVLlX5+/vD39+/2furrq4Gh8MBl8sFl8tFaWkpSktLkZqaCoFAgKtXr+LZs2eK9YVCIe7cuYOt9Yws7NatG/7880/Y2dkhLy8PPB4PvXr1wtChQ1vc6nL8+HGl5mEiCG1QOWHp0qULXrx4AT6fj+DgYCxcuBAPHz5E9+7dcf78eSxbtgzff/89mEymoolV3SeojRs3Ys2aNYq/BQIBbWXm9ZWJiQmMjY2b9e3QkCQkJOhlBU8LCwu8fPkST548wcKFC3H16lW6Q9JrynaGVpc2bdo02ucsISEBAFBUVITg4GDIZDKsXLmywffqokWLUFxcjJ49e4LFYiEyMhI7d+7Epk2b0KZNm2bFyOVywWQytTKzNkEoQ+WExcTERHG938fHBxERETh48CCOHTuG8ePHIy0tDRwOB8bGxrC1tYWzszM6dOhQ77YcHR1hZGSEwtcnCwRQWFgIZ2fnBmMwNTXVyY57+qZt27bgcDhgs9l0h0KbtLQ0vak3UV+/HS8vr2afkAjdJRaLsXfvXri4uGDBggVN9llydnau9Zk5aNAgeHp6Yv/+/Vi/fn2zvpQ8e/aMttGEBFGfFjd9yGSyWv1JAHkiYmtri/v376OoqAhTp06t97EmJibw8fHBvXv3am3v3r17pBlSC0aMGIEbN25obX8ZGRk6d+kiNzcXXbp0oTuMZjMzM8Pz58+Rk5OjGFItk8noDqteEomkVbfmqSI8PBxLlizBvHnzmt3Bum3btpgyZQrOnTvXrMe/fPkSPXv2bNZjCUITVGph2bhxIyZNmoT27dujrKwMZ86cwYMHD3Dr1i0AwK+//opu3bqBzWbjyZMnWLVqFVavXl3rhDB27FhMnz4dn/4zm/GaNWuwcOFC9O/fHwMHDsR3330HoVCIDz/8UI1Pk6hPu3btUFZWhry8PLRr107j+3vw4IHOzSEkk8n0uoXCysoKa9euxVdffQWxWAyxWAyJRKIYSaVsgvD6unl5eYpLFTWXcysqKmBqaqpYp6a1x8zMDNbW1ooOpDW1Z2pujo6OcHR0hJ2dHZKTkxu8BEInVYvGaVpkZCQ++ugjtXRO7tGjB0JDQ5Gfn6/y/75t27Z49uwZ+vfv3+I4CEIdVHqXFhUVYcGCBcjPzweLxULv3r1x69YtvP322wDkGfnGjRtRUlICT09PbN68GatXr661jZpLRjVmz56N4uJibNu2DQUFBfD29sbNmzebLDZHqMcnn3yCPXv2YO7cuQ1eulOXp0+far2TryFpqC/YypUrtRyJHEVREAqFdTqO8ng8FBQUgMfjQSAQoKysDEKhEGKxuN7qvgKBADdv3qTlOQDyonGenp607f91QqEQ9+7dw65du9S2zcWLF+Prr7/G5s2b603MhEIhjh49ClNTU4jFYnz44Yews7PD7NmzcebMGRQVFWHy5Mlqi4cgmo0yAHw+nwJA8fl8ukPRS1KplPr++++pqKgoje5n5syZlEwm0+g+VDVr1iy6Q1BaQEAA3SFoBN3H4PDhw9Tvv/9Oaww1zp49S2VnZ6t9u9nZ2dRvv/1WZ7lIJKK2bdum+OysqKigdu/eTYWFhSnWuXz5MnXr1i21x0QQFKXa+Vt3xpcStGEymVi5ciUiIiLw9OlTje6L9GEgdE1sbKxOjITJyMhAQUEB3Nzc1LpdiqJw5cqVevtq3bp1Cx999JGiYJeZmRkCAwMhk8nw3XffISgoCHFxcWSqFEIn6M6FW4J2ixcvxnfffQd3d3ed7GtAGCZKTVWLm4vD4dA+a3ZBQQF+//13pat7K0sqleKjjz7C9u3b673kKxKJ6u3UO2LECL0ZPUe0HqSFhajl008/xbFjxxTTzKsL3Sel+vB4PJibm9MdRqsmlUp1opAgnS1/sbGxWLVqFdatW6f2OHbt2oUVK1bUm6zIZDK8evUK9vb2at0nQWgK/Z8UhE4xNjbG+vXr8cMPP6h1u4mJiVoZiaSK2NhY2r9Zq8IQL6fp4lB3bQsJCcG5c+fUPlKJoiiUl5eje/fude4rKCjAV199hYULFxrk64owTOSSEFGHhYWF2gvzhYWF6dyQ5sTERL2qcquLrVQt9fDhQ517XWhbVVWVRipOMxgMbN26FYcPH4aXlxcmT56M1NRUxSjM9evXw8zMTK37JAhNIi0sRL3U/eEZGRmpc9fEU1JSSGEsmv39998YPXo0bfvXhWJ2PXr0QEpKika2bWVlhQ0bNqBv3744deoUcnJysGbNGsyfP58kK4TeIS0shFaUlpaiffv2dIdRS05ODpmFlmampqYICwsDn89H27ZtwWazWzSvT2VlJUxMTJTuF6MLlwXNzMwgFos1uo+33noLixcv1ug+CELTSMJCtFpSqZTMSUWzDRs24MSJE4iJiQGPx0NZWZmiSm99Xq/KTFEUTE1NYWdnBwcHBzg4OODYsWPo0aNHk5fPLC0t4eLigqysLEycOFHtz0sVCQkJGDlyJK0xEIQ+IAkLUS9D7C+h7wzxmLi6umLTpk1Krx8QEIA//vgDwL+VdvPz81FQUICCggJ4eHg0OXcORVHgcrlIT09HZmYm/Pz8WvQcWiIzMxMymUzrs0UThD4iCQtRL1tb22bNP1IfXZ2MT9/Q3ddC1zAYDFhZWcHLywteXl5IS0vDgwcPlHpczRxHdHX4lclkuH37NlJSUhTzqhEE0TiSsBD1mjVrFnbv3o3Nmze3eHJAXRzSTOgfLpcLS0vLBu9/+vQpevToocWIVENRFC5duoTs7GzIZDKMGDGC9stRBKFPSMJC1MvU1BTLly/H3r170bNnT3h7e8PNza1ZRb5CQ0MxaNAgDURJtCaRkZGNDkOPjo7GjBkztBiR8pKTk3H+/Hn4+/tj+vTpdIdDEHqJJCxEg5ycnLBp0yakpqYiOjoa165dg1QqVdz/1ltvoU+fPk3OfRIZGYmdO3dqOlyVlJWV6V2HW0Psw6KKqKgoeHt7N3h/RkZGo/fTJSQkBDk5Odi0aRO5rEcQLUASFqJJnTp1QqdOnWotk8lkyMjIwNOnTxEcHAwGg4FevXph9OjRdT6U+Xx+rUtCFEUhKysL4eHhKCwsBIPBAIfDgVQqhaOjI/z8/NCxY0eNPqe4uDjah7MSqklISGh0aK5YLNaJMv9vevHiBVavXk13GASh90jCQjQLk8lEhw4dFHOUyGQy/PXXXwgKClLcb2lpCRaLhby8PFy7dg0ZGRmKDrgeHh4YNWoU2rZtW2u7UqkUly5dwhdffIHt27fDy8ur3snZWio+Ph5eXl5q364mtfZv5xUVFY3OezNhwgS8//77TXbylkqlOHz4MJydndUdYr0kEgmkUikZCUQQLcSgDKCdWSAQgMVigc/nK6ZJJ+hFURREIhH4fD4qKyvBYDDg7u6u9HwpZWVliI6ORmpqKsrLyxXLraysMGnSpDqJjqoCAwMxc+ZM9O/fv0Xb0abZs2c3OWTXkI0YMQKhoaEt3s6aNWvw0Ucfaa3KcW5uLs6cOYNevXqRTrYE8QZVzt+khYXQCAaDAUtLy0ZHdTTG2toaw4YNw7Bhw2ot5/F4uHz5Mqqrq/Hxxx83O76cnJx6J4XTZbr03UIikSAiIgJRUVGKfk1cLheDBg3CpEmT1LKPx48fIzQ0FGw2G2w2W20tInl5eejatatatqUMV1dXrFu3Dnfu3MG9e/cwduxYre2bIAwJSVgIvWJra4uFCxfi8ePHCAkJafY8NGKxGBYWFmqOzvBlZGTg8uXLYDAYGDx4MJYsWVKr1ezhw4e4du0a3nnnnRbva//+/ViyZAkKCwuRkpKCbdu2tXibAGBnZ4f33nsPMpkMwcHBatmmMt5++21s3bqVJCwE0UwkYSH0kq+vLw4ePEjrxHmGSCgU4smTJ8jNzYWlpSU8PT3h5uaG2NhYvHjxAp6enli2bBlMTEzqffzIkSMV/ZhaislkYvz48WrZ1uuOHDkCQF41V9u++uorLFq0CJ6enlrfN0HoO93rUk8QSjIzM9PYLLetUV5eHv7zn/+gXbt2mD59OoYNGwaJRIJHjx6BzWZj3bp1mDVrVoPJCiC/bNXaOwc35uOPP1aqGi9BEHWRFhZCby1ZsgTnzp3DlStX4OjoiD59+qBXr15kNEYzUBSFn376CZs3b1b8/2xsbFTuN5KWloa33npLEyEahB9++AEHDx6kOwyC0EskYSH0FoPBwJw5cwDIa71ER0fj0KFDcHZ2xuzZszWyz6KiIoSGhiI/P79WS4JUKoWrqyumTp3aaAuELpJKpfjPf/6D+fPntzjZe/LkiVr6r1RWVio9okyfVFdXk4SaIJrJ8D4RiFaJxWJhxIgRGDFiBE6dOoWCgoIGWweUHW2Tm5sLPp+Pp0+fQiAQAADYbDZGjBgBV1fXOutnZmbi4MGD6N+/v170reFwODh//jwqKiowb948tcz3xOPxYGtr2+LtXLlyBT4+Pi3eTkNEIlGL58hqjsuXL2Pq1Kla3y9BGAKSsBAGZ/Lkybh+/Trmz59f7/3Z2dlwcHBo8PHx8fG4evUqOnToABaLhenTp4PFYjW5Xw8PD6xbtw63b9/G3r17MWrUKPTu3VunpgCIiIhAeHg4KIoCi8XC/Pnz1VqYb+rUqThw4ADWrFmjVF+WJUuWgMfj1Vmem5ur0b4eMpkMfD5f6Y63TCYTvr6++Oyzz1q038LCwiansiAIon4kYSEMjoODAzgcToP3p6Sk1NtCAsgvLV27dg0bNmxo9v7Hjx+PUaNG4dmzZ/jll18gk8lqteqYm5vD09MTb731Fjw8PLR2ieC3334Di8XCihUrNFbC3sPDAxMnTsSFCxcwc+bMJtfn8/n4448/NBJLY6ysrHD16lWl1xeLxZgzZ06LE5YRI0YgJCQE48aNa9F2CKI1IgkLYZA6duyIixcvYvz48XWK12VlZcHd3b3ex929exfvvfdei/dvYmICX19f+Pr61rlPJBIhMzMTSUlJuHHjBiorK9GnTx+MHTtWYyNsnj17Bnt7e7UVdWtMjx49cPv2baXW1aVieI0xMTFRS5+aXr16Ye/evSRhIYhmIAkLYZCmTp2KpKQknDt3DhUVFQDkJ8c2bdogMzMTY8aMqfdx2dnZmDFjhkZjs7CwQLdu3dCtWzfFshcvXuDbb79F586d4e/vr/YWkNDQUHz++edq3WZj+Hy+UvPnVFVVaSmillFXYsVgMNC+fXtkZGSQWiwEoSKSsBAGq2vXrnVKsPN4PPz666/4+++/kZaWhkmTJqF9+/YA5FVcNTHRojK8vb3h7e2NpKQk7NixA5s2bVJb35cHDx6gc+fOWp3J2NXVVakRMW5ubnj06FGdKRh0TVFREaytrdWyLT8/P5w5c6bRmacJgqiLJCxEq2Jra4vVq1cDkFd1vXnzJi5evAgmkwk7Ozt8+OGHtMbXtWtXLFmyBBcvXlQM2a4hkUjw22+/oaioCMbGxpBKpWCz2Zg0aZJiFmOKohTF28rLy3H27FnY2NhobJh3Q+zt7VFSUtLkyKN9+/Zh1qxZKvUnoUNSUpIisW0pS0tLiEQitWyLIFoTkrAQrZalpaXGL/80h6urK/Ly8motq66uho2NDcaMGQMXFxfF8qKiIly5ckUxozWDwQCDwQBFUTAzM8O0adPAZrO1Gj8g78cSGxvbZMJibm4OHx8fnD59GvPmzdNSdKpLTk5Ghw4d6A6DIFo1krAQhA7y8vLCqVOn8O6776K0tBQ///wzvvnmG7Rt27bWek5OTvjggw/oCbIRXbp0wV9//YUJEyY0ue6OHTswbtw4zJo1S6eGgL8uIyMDfn5+Sq0rkUhQVlYGOzu7eu+PiIhocJQaQRANIwkLQeggPz8/ZGVl4ezZszA1NcWWLVv0qkIqg8FA165d8eTJEwwZMqTedaRSKYKDg3HhwgWIxWK8fPkSvXv31nKkysnOzq7TH+pNf/31F1JSUmBhYYGwsDB06tQJDg4OYDKZitFfVVVV8PLyUmrIN0EQtTEofRlX2AiBQAAWiwU+nw8bGxu6wyEI4h9nz56FWCzGvHnzwGQyUVJSgiNHjiAyMhIMBgPDhw/H0qVLYW5uTneojfruu+/w+PHjWstqLr3JZDJUVFRg06ZNGDp0KE0REoR+UuX8TRIWgiA0Ki0tDX/88Qdu3boFZ2dnzJs3D5MnT9bqqCVNOnToELp3797gUHmCIBpGEhaCIHROWloarl27BplMBlNTU8WIJgBo06YNjI2N0bVrVwwZMkRjBfQ04c8//8TgwYPVMhcTQbQ2qpy/SR8WgiC0omPHjorS9hKJBEwmU9HKUl1dDYlEgqioKOzbtw9ubm549913dbYT7utKSkrUMuEjQRCNU6lN9siRI+jduzdsbGxgY2ODIUOG4MaNG4r7CwoKMH/+fDg7O8PS0hL9+vXDhQsXGt3ml19+qRiKWXNrqnMbQRD6zdjYuNYloTZt2sDc3By+vr5Yt24dhg0bhkWLFuH58+c0RqkckUgECwsLusMgCIOnUsLi5uaGPXv2IDIyEs+ePcOYMWPg7++P+Ph4AMCCBQvw8uVLXLlyBbGxsXj33XcREBCAqKioRrfbo0cP5OfnK26PHj1q/jMiCELvubu74/Tp03j48CGKi4vpDqdBQqFQry5fEYQ+Uylh8fPzw+TJk+Hl5YXOnTvj66+/hpWVFcLDwwEAjx8/xsqVKzFw4EB06NABW7Zsga2tLSIjIxvdrrGxMZydnRU3R0fH5j8jgiAMxooVK3Do0CGUlZXRHUq9rl+/rpPFBwnCEDW7m75UKsXZs2chFAoVdRZ8fX1x7tw5lJSUQCaT4ezZs6isrMSoUaMa3VZKSgratWuHDh064P3330dWVlaj61dVVUEgENS6EQRheExMTLBhwwbs27dPJ9/nXC4XTk5OdIdBEK2CyglLbGwsrKysYGpqik8++QQXL15E9+7dAQB//PEHqqur4eDgAFNTUyxduhQXL15Ep06dGtzeoEGDcPz4cdy8eRNHjhxBeno6hg8f3ug3qt27d4PFYilu7u7uqj4NgiD0hIWFBTZs2IADBw4gNTWV7nBqEYvFelXQjyD0mcrDmsViMbKyssDn8xEcHIyffvoJDx8+RPfu3bFy5Uo8ffoUu3btgqOjIy5duoQDBw4gLCwMvXr1Umr7PB4PHh4e2L9/PxYtWlTvOlVVVbWmpRcIBHB3dyfDmgnCgNW02ubn52PUqFHw8fGhNZ7q6mocOHAA69evpzUOgtBnWq3DMm7cOHTs2BHr169Hp06dEBcXhx49etS6v1OnTjh69KjS2xwwYADGjRuH3bt3K7U+qcNCEK0HRVF4+PAhIiIi4O3tjbfffpuWOB48eABbW1t4e3vTsn+CMASqnL9bXGpSJpOhqqpKMV36m9UrjYyMIJPJlN5eeXk50tLSas1ISxAEUYPBYGDUqFFYt24d+Hw+YmNjaYkjKipKZ+c+IghDpFLCsnHjRoSGhiIjIwOxsbHYuHEjHjx4gPfffx9du3ZFp06dsHTpUjx9+hRpaWn4z3/+gzt37mDatGmKbYwdOxaHDh1S/L127Vo8fPgQGRkZePz4MaZPnw4jIyPMnTtXbU+SIAjDNGPGDISEhGh9vwkJCXB2djaY6QUIQh+oVOm2qKgICxYsQH5+PlgsFnr37o1bt24pmmSvX7+OwMBA+Pn5oby8HJ06dcKJEycwefJkxTbS0tLA4XAUf+fk5GDu3Lngcrlgs9kYNmwYwsPDwWaz1fQUCYIwVAwGQ+1JQ81khpaWloplYrEYhYWFSElJQXx8PIyMjLBs2TK17pcgiMaRuYQIgtBrP//8M2bNmtXs9z5FUUhNTUVoaCjKy8vBZDJhbm4OkUikSIZMTEzg7OyMDh06oGvXrjA2JrOaEIQ6kLmECIJoNd599138/vvvWLp0qVLrl5eX49GjR0hJSVEs69ixIwICAmBtba2pMAmCaCGSsBAEodfs7Oxgb2+PX375BXPmzKkzr09lZSUiIiLw4sULyGQyWFlZYfjw4ZgwYQIpq08QeoRcEiIIwiDk5eXh6tWrEIvFtZabmJigf//+8Pb2Jp1kCULHaLUOiy4gCQtBEARB6B+t1mEhCIIgCILQNJKwEARBEASh80jCQhAEQRCEziMJC0EQBEEQOo8kLARBEARB6DySsBAEQRAEofNIwkIQBEEQhM4jCQtBEARBEDqPJCwEQRAEQeg8krAQBEEQBKHzSMJCEARBEITOIwkLQRAEQRA6jyQsBEEQBEHoPJKwEARBEASh84zpDkAdKIoCIJ+mmiAIgiAI/VBz3q45jzfGIBKWsrIyAIC7uzvNkRAEQRAEoaqysjKwWKxG12FQyqQ1Ok4mkyEvLw/W1tZgMBgQCARwd3dHdnY2bGxs6A6PqAc5RrqPHCPdR46RbiPHp2kURaGsrAzt2rUDk9l4LxWDaGFhMplwc3Ors9zGxoa8SHQcOUa6jxwj3UeOkW4jx6dxTbWs1CCdbgmCIAiC0HkkYSEIgiAIQucZZMJiamqK7du3w9TUlO5QiAaQY6T7yDHSfeQY6TZyfNTLIDrdEgRBEARh2AyyhYUgCIIgCMNCEhaCIAiCIHQeSVgIgiAIgtB5JGEhCIIgCELnGVzCkpycDH9/fzg6OsLGxgbDhg1DSEhIrXUYDEad29mzZ2mKuPVR5hjV4HK5cHNzA4PBAI/H026grVhTx4jL5WLixIlo164dTE1N4e7ujk8//ZTM56UlTR2f6OhozJ07F+7u7jA3N0e3bt1w8OBBGiNufZT5nPvss8/g4+MDU1NTeHt70xOoHjG4hGXKlCmQSCS4f/8+IiMj0adPH0yZMgUFBQW11vv111+Rn5+vuE2bNo2egFshZY8RACxatAi9e/emIcrWraljxGQy4e/vjytXriA5ORnHjx/H3bt38cknn9AceevQ1PGJjIyEk5MTTp8+jfj4eGzevBkbN27EoUOHaI689VD2c+6jjz7C7NmzaYpSz1AGpLi4mAJAhYaGKpYJBAIKAHXnzh3FMgDUxYsXaYiQUPYYURRF/fe//6VGjhxJ3bt3jwJAlZaWajna1kmVY/S6gwcPUm5ubtoIsVVr7vFZvnw5NXr0aG2E2Oqpeoy2b99O9enTR4sR6ieDamFxcHBAly5dcPLkSQiFQkgkEhw7dgxOTk7w8fGpte6KFSvg6OiIgQMH4pdfflFqamui5ZQ9RgkJCdi5cydOnjzZ5IRYhHqp8j6qkZeXhz///BMjR47UcrStT3OODwDw+XzY29trMdLWq7nHiGgC3RmTumVnZ1M+Pj4Ug8GgjIyMKBcXF+r58+e11tm5cyf16NEj6vnz59SePXsoU1NT6uDBgzRF3Po0dYwqKyup3r17U6dOnaIoiqJCQkJIC4uWKfM+oiiKmjNnDmVubk4BoPz8/KiKigoaom19lD0+Nf73v/9RxsbG1K1bt7QYZeumyjEiLSzK0YuvroGBgfV2lH39lpSUBIqisGLFCjg5OSEsLAxPnz7FtGnT4Ofnh/z8fMX2tm7diqFDh6Jv377YsGED1q9fj71799L4DPWfOo/Rxo0b0a1bN8ybN4/mZ2VY1P0+AoADBw7g+fPnuHz5MtLS0rBmzRqanp3+08TxAYC4uDj4+/tj+/btGD9+PA3PzHBo6hgRytGL0vzFxcXgcrmNrtOhQweEhYVh/PjxKC0trTWVt5eXFxYtWoTAwMB6H3vt2jVMmTIFlZWVZM6HZlLnMfL29kZsbCwYDAYAgKIoyGQyGBkZYfPmzdixY4dGn4uh0vT76NGjRxg+fDjy8vLg4uKi1thbA00cn4SEBIwePRoff/wxvv76a43F3lpo6j305Zdf4tKlS3jx4oUmwjYYxnQHoAw2mw02m93keiKRCADq9HlgMpmQyWQNPu7Fixews7MjyUoLqPMYXbhwARUVFYr7IiIi8NFHHyEsLAwdO3ZUY9Sti6bfRzX3VVVVtSDK1kvdxyc+Ph5jxozBwoULSbKiJpp+DxGN04uERVlDhgyBnZ0dFi5ciG3btsHc3Bw//vgj0tPT8c477wAA/vrrLxQWFmLw4MEwMzPDnTt3sGvXLqxdu5bm6FsHZY7Rm0kJh8MBAHTr1g22trbaDrnVUeYYXb9+HYWFhRgwYACsrKwQHx+PdevWYejQofD09KT3CRg4ZY5PXFwcxowZgwkTJmDNmjWKobRGRkZKnXCJllHmGAFAamoqysvLUVBQgIqKCkULS/fu3WFiYkJT9DqMvu4zmhEREUGNHz+esre3p6ytranBgwdT169fV9x/48YNytvbm7KysqIsLS2pPn36UEePHqWkUimNUbcuTR2jN5FOt9rX1DG6f/8+NWTIEIrFYlFmZmaUl5cXtWHDBnKMtKSp47N9+3YKQJ2bh4cHfUG3Msp8zo0cObLe45Senk5P0DpOL/qwEARBEATRuunFKCGCIAiCIFo3krAQBEEQBKHzSMJCEARBEITOIwkLQRAEQRA6jyQsBEEQBEHoPJKwEARBEASh80jCQhAEQRCEziMJC0EQBEEQOo8kLARBEARB6DySsBAEQRAEofNIwkIQBEEQhM4jCQtBEARBEDrv/wEJfQYsY97DiwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minComp, maxComp = 0.46, 0.54\n",
    "print(\"Repeating above, but with a more inclusive range; muni and surrounding are opposers if either is between\",minComp,\"and\",maxComp)\n",
    "print(\"Now classify qualifying munis based on their blue capacity...\")\n",
    "opposerList4, rulerList4, qualifiedRatio4, avgNosplitLean4 = list(), list(), list(), list()\n",
    "# \"opposers\" have an opposite lean relative to their background.  \"rulers\" can force an opposing district to lean the muni's way\n",
    "for i, m in enumerate(qualifiedMuniList):\n",
    "    if (muniLean[m] < maxComp and qualifiedBkgGOPs[i] > minComp ) or (muniLean[m] > minComp and qualifiedBkgGOPs[i] < maxComp ) :\n",
    "        opposerList4.append(m)\n",
    "        qualifiedRatio4.append((muniLean[m] - 0.5) / (0.5 - qualifiedBkgGOPs[i]) )  #this number is positive for opposers\n",
    "        localLean = (muniLean[m]*muniPop[m] + qualifiedBkgGOPs[i] * (aDP - muniPop[m]) ) / aDP\n",
    "        avgNosplitLean4.append(localLean)\n",
    "        if (localLean > minComp and localLean < maxComp) : #if avg lean is competitive, assume muni has an influence\n",
    "            rulerList4.append(m)\n",
    "        elif muniLean[m] > minComp:  #more stringent - the muni has enough capacity to influence the district outcome\n",
    "            if localLean < maxComp:\n",
    "                rulerList4.append(m)\n",
    "        elif muniLean[m] < maxComp:\n",
    "            if localLean > minComp: \n",
    "                rulerList4.append(m)\n",
    "print(\"of the\",len(qualifiedMuniList),\"big-enough munis, only\",len(opposerList4),\"had opposite or competitive partisanship for muni and its surroundings\")\n",
    "print(\"of these, only\",len(rulerList4),\"normally create a district that is competitive or the same lean the whole muni\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.3)\n",
    "print(\"plotting the munis that influence the fractional seat of districts that partially include them\")\n",
    "for m in rulerList4:\n",
    "    if muniLean[m] < minComp:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"blue\")\n",
    "    elif muniLean[m] < maxComp:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"purple\")\n",
    "    else:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"red\")\n",
    "\n",
    "print(\"What fractions of statePop are in these buckets?\")\n",
    "bucketNames4 = [\"all > 0.05 aDP\", \"all big-enough competitive or opposers\", \"ruler-influencer munis\"]\n",
    "bucketPop4 = [0. for bucket in [qualifiedMuniList, opposerList4, rulerList4]]\n",
    "for i, bucket in enumerate([qualifiedMuniList, opposerList4, rulerList4]):\n",
    "    for m in bucket:\n",
    "        bucketPop4[i] += muniPop[m]\n",
    "    print(\"Category\",bucketNames4[i],\"contains\",r5(bucketPop4[i]/float(statePop)),\"fraction of the state population\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8dc74719-9e72-4024-863b-7017383e86f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scatterplot of bkg GOP by muni pop\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scatterplot of bkg GOP by muni Lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter([muniPop[m]/aDP for m in qualifiedMuniList],qualifiedBkgGOPs)\n",
    "print(\"scatterplot of bkg GOP by muni pop\")\n",
    "plt.xlabel(\"muni pop / aDP\")\n",
    "plt.show()\n",
    "\n",
    "unqualifiedList4 = list(set(qualifiedMuniList).difference(set(opposerList4)))\n",
    "weakOpposers4 = list(set(opposerList4).difference(set(rulerList4)))\n",
    "plt.scatter([muniLean[m] for m in unqualifiedList4],[qualifiedBkgGOPs[qualifiedMuniList.index(m)] for m in unqualifiedList4],\n",
    "            label=\"same partisanship\",s=[60.*muniPop[m]/aDP for m in unqualifiedList4],marker=\"x\", color=\"gray\")\n",
    "plt.scatter([muniLean[m] for m in weakOpposers4],[qualifiedBkgGOPs[qualifiedMuniList.index(m)] for m in weakOpposers4],\n",
    "            label=\"ineffective opposers\",s=[60.*muniPop[m]/aDP for m in weakOpposers4],marker=\"+\")\n",
    "plt.scatter([muniLean[m] for m in rulerList4],[qualifiedBkgGOPs[qualifiedMuniList.index(m)] for m in rulerList4],\n",
    "            label=\"influential opposers\",marker=\"o\",s=[60.*muniPop[m]/aDP for m in rulerList4])\n",
    "print(\"scatterplot of bkg GOP by muni Lean\")\n",
    "plt.xlabel(\"muni GOP lean\")\n",
    "plt.ylabel(\"bkg GOP lean\")\n",
    "plt.plot([0.1,minComp,minComp],[minComp,minComp,0.2],ls=\"--\",color=\"black\")\n",
    "plt.plot([maxComp,maxComp,0.8],[0.8,maxComp,maxComp],ls=\"--\",color=\"black\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d6c92acf-c104-46c5-9a98-b18b79136b52",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "where are the opposing munis?\n"
     ]
    },
    {
     "data": {
      "image/png": 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eQZtGjTB60SIIpkwBpFLPHY9AYJOiIpwfNQrHz5/HQgABHToAW7YA/fvT77/8Mv17cxGNRgOlUgmLxWJLP644WSwWhxTlisv284WFhbZMy+qoLoGC4D5EsPgZQqGw2swlX4bP58NkMrle6loopD0Q0dGV30tIoF+//BJ4/vm6G9erF5CaCrz2GrByZd33VxV8PniPPYaBjz6KgadP4+Z772H19OkInDMHDz3wANo/9hh4AwYAnToRzwvBJ/ln3Dj89vPP6B4cjNePHKE9Ktev04VSGD7/3K19jh49Gq1bt3ZIQbZPQ3aWllzdugEDBriUtehrmZhchwgWP8OffyBSqRQKhQJRUVFVb2Q0Ar/8Ami1wKFDwGOPOd/u0UeB1avpSlGeECxyOR38FxQEfPQRKKsV1q+/hiksDMYhQ2A0GGAyGqE3GKA3GKAzGqE3GqEzGFCq1dIi02qF3miEwWyGyWyGwWyG0WyG0WKByWKxzRutVpgtFpitVlgpChYAJoMBWw4fRt7hw7AC6Aog8X//Q++HH0bbtm1tdSEIBC6i1+tx7NgxXLlyBT2vX8cNAO+rVOXDPwAtwH/8EXj8cbdrFEVFRWHz5s2eNdoFiIfFs5ArmB9itVrRo0cPvPDCC3jppZfYNsdjnD17FgEBAdVv9OefgF1RJzRv7ny7Bx8EevYE/vmHznOswRthsVgwefJkmEwmW+t5B3EokdCi5aOPwFye+EYjhAAE169DwOdDyOfjL50Ow4ODIRYIIBEIIBEKYQQQJBIhWCSCWCSCTCBAgEQCkUyGAJEIEpEIAf/V0Qn4r0qvVCyGWCSCUCyGUCyGQCikX00m8JOTgTZtoJk6Fef+/RenT5+2xTVRFAWj0YiuXbti4MCBtnMhENjg4sWLOHLkCIKDg9G/f3+MGDECMJux4e23gSefBI4dowNrAeCFF+ih3FrA1oOcPz9AsgERLH7I7t278fPPPyMrK4ttUzxKly5dEBQUVP1GTMBxdjYQH1/1k5jRSIsVoManNcOePRg1ZQoWaDQYOm4c8PbbwPbtwPLltOj54w8gNNSlc0hMTMTqnTtd2rauyAAMGjQIgwYNclhPURQuXbqE1atXIzY2FpMmTeJcPSGCf2OxWPDll18iOjoar732muObYWGgeDzghx/o3+m+fXTmXUFBrY9HhEPd4cLfkAgWP8Uf0+ncOp+yMnpI6PjxckHC49FFGIRC4O+/6XXbt1crWKyHDuHZiRPxvtmMvgBdqda+cuU//wA5OS4LFi786Hk8Hrp27YquXbvizp07WL58Od5++22vHItpEyGTOU3eJjRAMjIy8MMPP2Dq1Klo4qwRqFhMZ+9V/K106lTrY7I1LONvQ0JsnwsRLH4Kn8/3O8HiEkxn1HvuKV/HZBZYrXTqscVCC5eWLYH/2s47w/Djjxj15JN4unVr9F20CHj22fI3N2+m9/H88/Srj9KsWTOMGzcOa9aswZw5czy239u3b2PHjh2IiorC5cuX8d577yG8PkqLEjiL1WrFd999Bz6fj8WLF1ct3nv3Bi8mhhYoajUwaRKdeeeDw5f+JljYhggWP0UgEPhttlC1PPQQ8PvvdJ0VgQDo1q08I8hFFHI5XmnWDLlKJd4GMCQ9nU6jtOfZZ4FTp+h5HxYsANChQwdcvXoVycnJ6M60r60j27Ztw6RJk9CyZUsYDAZ8+OGHePHFF9HYE7VpCD4HRVF45ZVX8MYbb9TcDFCnw83SUkz4+2/weTzwLl4Eb9Ei8AYPBj8szCHTR6lUQiwWVxIFFZcL6jCcVBe44FH1J4hg8VP8cUjIpR+/SASMHOnejikKmDED32o0+EWlgkKhwJdKJZrbb6PXVz4OIwh9XLAAwPjx47F9+3Zcu3YNkydPrvOFNjExEUePHkXLli0hkUjwzjvv4Msvv0TTpk3pwEpCg+HKlSvYunUrXnrpJdc6F69ciYtmM6gFC0AFBsKalgbL99/D+sorsA4YYKuFYtXp8MKDD+KbtDRAKARv6lT6eysUgjdvHtCihU3csAURLJ6FCBY/pcF6WNzhxx/x64cf4vdr15AFYAiAPVYrfZGxWoHPPgOcDZMwDdcYQeiGYOGye3jixIm4efMmPv74Y/Tt2xcPPPBArfd18uRJDLUr7CUUCvHSSy9h7969OHz4sMN7Go0GKSkpEAgE6NChA6SkAJ7Pk5WVhf3790Ov1yM+Ph4rVqxwPa0+Ph4AwHvnHfACA8E/dw7C77+n19vHQmVmQpSWBhFAe1STk+n116/TQ8OrVnn0nGoLl3/zvkadBMvy5cuxcOFCzJ49G2v+K0m+efNmbNu2DcnJyVCpVCgrK0NYWFi1+1myZAnee+89h3Xt2rXDjRs36mKeR/G1L12D9bC4gkqFEyEhWApgIIBFAJoGBtIp0cwx/v4b2LSp8mcfegh48016nhGEboytc/2Jq127dnjzzTfx999/45133sGoUaPQq1cvt/bxzz//QK/Xo7mTlPIxY8bgyJEjWL16NcRiMcxmM4KDgxEXF4fAwED88MMPUCqVuOeeexxEDYH7JCcn46+//gJFUWjevDl69+6NVq1aITg42L0ddelCv166RBeLS0qil/8TMpW4cAG4777y5SefpGssBQTQ04wZQGSk+yfkAUgMi2eptWA5f/48Nm3ahC7Ml+s/tFothg8fjuHDh2PhwoUu769Tp044cuRIuWEcK3LF9RtNRfyx4q1HBJjBgB0hIdgF4CAAm29EqwWGD6drqQD0kE+bNvT80KF0RdzkZGDMmHJR40dDQhXp168f+vbti5MnT+KTTz5BbGwsxo0bV222j1wuxxdffIFOnTphxowZVW43ZMgQDLEvCGbHwIEDAQCrVq0igsUHoCgKe/fuRVpaGu677z7MmjWr7rV9mGt/3770a2wsXdk2Jqby8Z19/oEH6Piyb76hu6S3bk2LGBbwtfsG16mVKlCr1XjqqaewZcsWLF261OE9JtPg+PHj7hkiFCIuLq425hCcwOPxkJqaiv3799t6ZfTt27f6KrENgexsfAfgNwBYuBBYtqz8PUasAHQ9l3XraI8KQ8UUTD8bEqoIj8fDgw8+iAcffBD5+fnYtm0b9Ho9KIoCj8dDmzZtUFBQAJVKBYvFAqlUildeeaVWDeG0Wq3tc7/99ht69uzp6dPxbcxmekpLg/XUKdw+cgSZqamISEhAXOvWiH/wQTrjrR7Tx9PT07F9+3Y89thjePTRRz2342eeAXr0KG9Q2q5defafK7z8Mj1ZLLT4yc4GdDpWem0RweJZaiVYZsyYgVGjRmHIkCGVBEttSUtLQ0JCAgICAtCnTx8sW7YMTZs2dbqtwWCAwWCwLSuVSo/Y4E/cd9996NatG65duwY+n4+ysjL89ttvrJSn5hLmZs0Q8PjjdONDgQD48MNyj0nPnsD58/T84cOOYsUZtRgS8lXi4uIwbdo027JarUZ+fj769u2LkJAQl/Zx8eJFLF68GI888gjMZjO6dOlii1+ZP38+hgwZAolEYhPZDR6NBjh3DvovvsCEH3/EvQCiAIDHQ6uWLdGiXTuU5uVhX1ISNJ9/DqVQCNXQoej21FMYOXKk19LIc3NzsXPnTkRHR+Ott97yfLVkHg/o2NG1TQG6Fcfly/TvkM+nP8+8AsCCBXQzUr2+3HtD8Enc/u9t374dycnJOM9c2D1Ar1698PXXX6Ndu3bIy8vDe++9hwEDBuDq1atOxz+XLVtWKeaF4EhAQABef/112/Ldu3c9Ji59mWvXriE6OrrcK2L/BMSkP/N4rhWpqoWH5caNG5hg3zrgPxjPi1QqxTfffOPy/tgiKCgIrVu3dvqeUqnEzp07oVarcfr0aVy4cAErVqyAVCrFrl27YLVaIZVKce7cOTRu3BjDhw+31YIRiUQ4duwYDAYDCgslWLFCjTlzgtCqVT2fIBvk5ACHDiH/xAn88+23uAN6yCMAwPMARj/2GHhz5tDxGnYVn/sDQEYGVnftiq5aLXoPGYJff/0VKpXKFkMRFRWFNm3aoE2bNggNDQVFUSgqKkJ6ejrS0tKgVqsBwOY9Y+aZ16ioKMjlchiNRkRERGD69OmQuOP18AYxMbQAceW6xtJDBUVROHz4MBITE1k5flXYe36Y/3PF/3tFsrOzbUO2bOGWYLl79y5mz56Nw4cP19zTxQ3s0xy7dOmCXr16oVmzZti5cyeed9KYbuHChZg3b55tWalUOq+YSLDB5/Nx5MgRpzdLV6n4xbZfx6yv+GX3ZNCZTqer9Wf/+usvrF27FlqtFh9//LHzjSIiaLFy7BjdeTktrfw9e2HDzKek0K9uCJb27dtjx44dVb5fl/+Ptzly5AiuXbsGgUDg1NVNURSsVitCQ0MxZswYxMTEoGfPnujXrx+USiWeeOIJh+179+5tmw8ICEDTpk3x8ssvIzQ0FKWlpZg0KR9//70M69a9gNzch6uMufQ1dDp6hEOvB06fBvbuVeC7LXvxkH4zHsQpxADoA2A0/vMgAEDTprRAPnSI9v4JhfRNWCCweRMUAMJlMsTGxuJZuyKHFEWhpKQEaWlp+PXXX6FQKMDj8RAdHY02bdpg7Nix1XrJKIpCcXExQkJC2Bcp9iQkAOPG0dWqmaKQFEXPM6/MFBDAineFz+dj8ODB2LBhQ70f29Ps3LmT9d5jbv0Hk5KSUFhY6FBcymKx4OTJk1i3bh0MBoNHepKEhYWhbdu2SE9Pd/q+RCLh1g/HBxAIBHjooYfwxRdfsG1Krantzfzq1av46KOPsG/fvuqDuQMC6AudO08RUql74+s1wNUYl9TUVOTl5WH27Nlufe4+u+yNzZs345lnnnH6sBMXF2d7CFm0aBEA4JVXIvD3348CWItWrcxISRlZZS9LX4HHKwUQCWA0eLyhoCgrQkJCoNQPRSjMmA27YoQDB9IVXseMAbKy6Gnv3ir3rQAQUVjo5Jg8REVFISoqCn369KmFzbS44SxMyw0OBr+TGBbP4pZgGTx4MK5cueKwburUqWjfvj0WLFjgsQZqarUaGRkZePrppz2yP0LDKtVvtVqxZMkSqP4rApeVlYW9e/fWnHm2di0wd67juooCouJyeLhHBQtX2bt3L+bPn+/255gHC4FAgNDQUKxatQo8Hg9TpkxBQoUKxB9+qITVysf27RKkpBwGnx+ArVufwtSpBuh06bj33u/x009PYfBg37oJUBTdH3PJkosAvgKwCcAorF4djyFD+OjYEWjRgsLXd6ai03sT8MKzZoQ1/c/jUVJCvy5bRsdUBQfTngQmCJfxLFit0A4ciJBu3dg5SQKhHnBLsAQHB6Nz584O62QyGSIjI23r8/PzkZ+fb/OOXLlyBcHBwWjatCkiIiIA0MJn7NixmDlzJgDgtddew+jRo9GsWTPk5ubi3XffhUAgwKRJk+p8ggQagUDA2ad3V3HV/uPHj6OwsBCvvvoqwsLCKt0Yq8Q+lZklQkNDaxzvrjjWzCzzeDyYzWanDw722zqbd8Wuzz//HElJSdiwYYNLHk6KonD9+nWMGjUKkZGReOSRRwAA6elmdOv2Cbp2HYFZs+5F06bAokUl2LcvAUBbAM8AGASr9QymTj0LgIcWLQYhJiYQQ4Z8hKFDX8XvvwdDJHLJdNagKGDXLmD+/GPIzj6PFi3uxbZta5GYyKvkDGjbloesLOD1dwORVQx8+ul/bzCZa+fPl9f/qQKTVIrABlZ0j+vXNFKHxbN4fFBv48aNDgGxTLXMrVu32sZVMzIyUFxcbNsmOzsbkyZNQklJCaKjo9G/f3+cPXuW225IH4PP5/v9D+fixYv46KOPYLVasW7dOp9Mk9+yZQvbJlTLxo0bq/RUlZWVYdeuXYiPj4dcLkd2djbuvfde7Nq1y6F67cqVQhQWLsAffxzCH3/8CYAPQAbgEwCjcPRoS9x7L6BQ3If9++n40sGD6ZAFobAlDh9eD7G4J376aaCt6DCXOH8e2LTJgD/+OIS7dy8C6I8dO97A+PGOoVB5eXSy2qBBdGgKRQHvvw+89x6dJPPyy6A7FwNw5UQtVitEDSwLRqvV4rHHHsPYsWMxZcoUts2pBBkS8ix1/nZXrLeyZMkSLFmypNrPZGZmOixv3769rmY0OOwj+JlgR/t5ZviHWa9SqaBUKnHnzh0Ajj+kij8qpv9GbGws5wr4VeTUqVP47rvvkJeXh0aNGuHzzz8ntWa8iMlkwtGjRwGUf2+0Wi3mzp0LHo+HxMREXLp0CQEBAWjSpAlGjBhR6fu1fDnwyy88FBYOBzC80jEGD658XIEA/3lUZADeAHAS48Z9iOXLZ2PBgqDKH/AwOp0OQqEQycnJKC0thcFgsMXSiUQi7N4txqefagBkAygBcBcjR07Hyy+PQbNmwKOPOoqVJUtoYcLw009AWFh5MssXX/wnWJgeVo0a1WijhaIgZgROA+G3335DcXExJk+ezEnBAnDfC+RLcPtuxCEyMjK8kppW0WXoznLFxl5MB1P79+y3USqVWL58eSUbnP2g7t69i4ceegivvfZaHc/QO6xYsQKnT59Gx44d8dprr6FNHYZy1Gq6iG1oKHDvvR400g+ZOnUq8vPzbeIYAMxmM7Zs2eIw7EhRFJYvX47nnnuuUgZKeDhw+zYdQ2o00jX6jEbHqap1FgswaRIQF/cAgG7Izt6CTz6xYPbs2RB5eIzIarXi/PnzOHPmDORyOSIjI/HLL79g8+bNCAgIgF6vh8lkglZrxKefGgHEA7gPIlEopk6lQ06YUe033wQGDKC/a2fOAGVl9Ho+HxgyhE52sUckouunWctiIMVmfPLkdIT2bOe4kf3vlqJg1ukgckWwrFhBZ8JduQL8+itd8r5RI7p8faNGdBoTkyE3eDBQ8QGgotfAZKJL6PfrR3dKf/11oHNnYPdur6cTM5lnVVVOZhviYfEsRLC4SKtWrbCKI8206oOjR4/i7NmzbJvhQHJyMp544gnw+XzExMTgl19+qfM+L1yge6T9+GP5ukuXytuZEBypqv5KRyeFvn799Vfk5OQ4TZkNDATat6+9He++C9y8GYzPPpuLvLw8TJ8+3VYS4f7777c1/6xNIkBJSQl2794NtVqNvn37YtasWTYx9tdff6FVhaIw9nHaTZoAd+8CmzfTE0BXmJdI6CGgjAzAbjQcAwbQWbnNmgEqFb2ua1fao5SZCei0wbiAaZjS7Cb6W27QYoHHo8WK/c2QzwfVqBEENXUqX76crvDMkJ8P9O9Pz2s0dFl7oZAeq8rLo/Ou7csJVHR/6XT0Nnv2OK5PS6O3PXasenvqiFAo5LSH3p+8K1wQX0SwEJwiFothMpnYNsOB7t27Y+fOnR7b3759dMZoRRgvywMPACdOeOxwfnXxcoXw8HAUFRWhQ4cOHt+3/ahzfHw8vvjiC5hMJiQlJWH16tUoLCzEt99+i/z8fJf2R1EUkpKScPz4cURERGDSpEmVhFZVF+zERODgQVpk3L5NF0+OiaETeIYMAVq2dNz+7FlaFA8YUF7QlREro0c7Zi5fvszHvfcCorWfADX1oJwwAbwqGlWq1UBxEYXm9mLlgQdoxa7XA7160YYxMAE2oaHlgoXPB/bvL4+rAYBbt1Cpqt+yZXTvn+PH6ScBkjzhN7B9DSOCheAUsVjsd80T7SktrSxWwsIc2wmdPAksXkzX7LKrSl9r9Hq9x4ctuExkZCQKndQF8RYikQi9e/dG7969UVxcjIEDB2L58uVo1qwZHn74YURW6Nir0+lw+vRpXLlyBTweD927d8f8+fPdfpLs0we4fp2er+j4cEZ+PqBU0o4MhYJ2ejBUzBxnnhlq+7UpLaX1wyefADxQcChscPIkPQG0W6hFCzpVOjubbjgI0GLml1/o8btXX6V/IPZNCJny/y+/TA8vmc30+Nd99wEPPwy88QY93uWl1H+2b6CE+oUIFoJThEIhzEzzMY4gt1cTdYS5d+3cSbvuR46kXft379L94/bsAV58sbzq95Qpjg+WtUGlUjlky/g7kZGRKCoqYuXYUVFRGDlyJEaOHIn8/HwcOHAAZWVltpgui8WCgIAA9O7dG7Nnz3ZZpNS0nSu7eeEFurzKG284rl+0iPa62OOOYHF28371VeCHH/57H3yIYcBnmIWWCQbECEtxPisGt9ECS18wgWcyAklJ9BiWWEyLj8mTaYHC7KTi95f5UVgstAeG+X8zJ5KdTRdktFpd++O4CdcFC9ft8zWIYCE4hYv1AzzZDoLhkUeA8ePLl0NCaE9LRTyRfKFSqbxyDlwlJiYGt2/fZtsMxMXFYfLkyR7Zlyd+E99/D9h1IwFA64IPPqi8bW09LEwNGEZn2PYHMV7GJny2EBg0HRjXlh7V6dOD/i3YWLWKdvfYx4f07UsXrrOH8ZyYTI4/EqZqNCNSjh+nK/d6WLRwIa6CUH8QwUJwChcFS2BgoEf2Y39agYH0g2F1RYDfeccjh4VarW5wgqW0tJRtMzyKJ26QDz/suLxgAR2bOmkS7e1LTQV++w3o0aNcD8yYARQW0qEhFb0wDPZ9XtavpxN37LEf8ty1i868unWLXq7UXFKhoF+nTaMjgmUyuhDO3r3lPyD7H9KtW7SY4fFolXTxIu11GTIEOHKELjYzcSL9dMB0VWbsbdnS5e7MFaFMJnp8zb6vEjPPBCgT/AYiWAhO8ecnFx4PuHYN2LqVrsYvldLXPIa5c2lP9q5d9HINZYVcpqENCcXFxXl0GI8LeELE8/l0bNSvvwKXLwNML85//nF0aAAAE6/855/061NP0eEkzujSpQsmTpwIoFyI/Gc1AEAup2zLJ0/usoWvvP9++XFsMGOmrhYyZHYG0O6iCswCsGH7doz77wSZqwv13zw1frztIclZJWen6xUKXPzjDyT+/HP1tvF4dEzOgAFOKz07a+Zq38rEvpK0/TYVcVZuQqVSIZyJ8yHUGSJYCE7x98q4HTsCK1fSE0XRT7Rt2tBPod4qkKvVaj3mJfIFoqKioGLSXwgOvP8+Pd25Q3tCDh4EevcG/vrLcTsmmBegY1xmzKh6n2+99ZbDsl5P36sVCvo7zkzTpk3AwoV00+erVyt7YgDQKxMTHYd17D0W9vMWCz1mxePR81u30sbadTv/cMoUnDp+HF90746QQ4fKuygzLbhbtaKjg93hjz8w4Y8/sGPdOrrTOrPP/3or2aaff6b/kB7MMHSVgoICvP322/V+XG/AhYdYIlgITuHikJC34PHodFJvo1KpGpRgYbsVvTfw9EW7WTPHNOadO4GKTcmff54W1u4+qDOjj/ZJPQA9utOvHz1VCY9Xe+V++TI93tS0qW1VyPvvI+KBB+hKvEwhOnu3Zm2Odeq/ztbdu9OpWlWRleWo/OoRf3/wq2/874pC8AhcFCxcs8ddNBoNZDIZ22YQ6kBtBIvZTKcXu/L1ZZwaej09PPT333SZfk+OKnjld3TuHNCtG13E6PvvK7/fvz+eF4mw4ty58j8E49qRSKpw89RAbCw92BXk/dYMtYWL19G6wPa5EMFCqBK2v5wV4Zo97qJWqxHE4YsroWZc/Q5SFHDgAJ15IxLRISF8Pl381ZVqARIJ7Wnp27eOBtcXFy7QnpUBA+iaLKtXO77P42Fsnz7YTVGYzefTVXWnTqXfGz68diX8mUhhDseIEA+LZyFDQgSncPGHxoUx1Lqg1WrRpEkTts2oV8rKynDw4EFIpVJIpVLIZDLIZDJb40CxWAyxWAyRSOTz/197/vc/uqVORf78kxYwXipLwh4mEx29vm5dlZtIDx3CBZkMcVYrloWHI9BopIvKaTS1OyZzfeLwH9I+eJdQd4hgITjF31yZXECr1TY4D4tWq8XFixeh1+uh1+thMBig1+thsVhgNpttr2azuVIGB+A8U6S6LI2aMjnqyqVLl1zabsOG8vkJE+gq9/YkJ9PFYP0Go5FWYV984Rjhy0wArBYLeCtWYO5rr6G7yYQb77xDB8RWG0xTDYwQOHgQiI6mU5mFQvrVfj4nx0Mn6T7+GMfFJkSwEJxCBIvn0Wg0CK5YeMvPadSoEd588022zfAYEyZMqJQKW5Hr1x3Tihmx8tlndMBrcjLd4NDTzJo1CwUFBTVud+vWLUywi+x1JhIrpvLab2cPj8dDcnIyukVG0j2Hpk0DsxXPcUMAAJ/HAx/AEKC8Ul5tU/2Z9gEvvFDztp071+4YdaQunmqtlq7J89dfdMPM99+nA6mZ1k56Pd0c+6GH6CQpb8MFDygRLASncOHLWRFfF1A6na7BCRZ/g8/nw2KxQCis+tLJ1FyryLRpdGwKE7rhaQoLCz3aHNRVJkyYgB07drjWSMkeiqK7Pta2z9D99wNjx9K1YsxmOp3ZYnGcZ5YTEmp3jDrC4/HcHhL6+GO6HZMz9Hq69EJsLC1mGHS68qwwf4YIFhcpKyvD+P+KG3EBpVKJefPm4eGKZTM9hMVi4Zw7My8vj20T6oRCocD8+fNtmUIVhzvqAlOsymq1Op2nKKrKY+Tm5iLB7oJeXFyM0NBQjzRqzMjIqPM+uIRQKITJZKpWsPTuTVeU1WrphJmLF+lqtl7q/2eDdUHv7rWRx6N7YdTlkExEM0epjYeluNhxee9ex0atCkVlUSyV0nFTc+dyOqSnzhDB4iJNmjTBnDlzOBODcOLECRw/ftxrgsVkMkEgEHhl37Ulniky5aOIRCJs2bLF58/DHSZULCri4wgEAhiNxhorFoeG0pOzwFuC52BdpNWAQCBwy8bff6fbKsTGAgUFwMaNdI0o+24ImzbRzqUePWghw9TxmT+fjmFu3tzz58EVuPUIzWGsViunPA4ikQgWi8Vr+zebzdU+RRLcx2AwNLghIa7fUNxFIBDAYDCwbYZTuOL9JZTjjvdUp6PT4HU6WqwAdLuGggLaW2ex0O2a5s6ly95QFB1rbE+LFnTtHn+FO3dgjlNToF19YzQakZub67X9m81mznlYfB2TydSgegn5IyKRCHq9nm0znOJv4tAVuHRNdoY79jkbMvzqK7oIsExGJz1pNHQcy8yZwKuvAl9+Wfkz9kV9c3JogVOxLE5tYfs7Rh6hXYRrHpbWrVvj0qVLSExMdGl7q9WKCRMmYPz48S5tX9M4PcF9rFZrgxSBXPvt1AWJRAIdk6ZBAMDuTYztG2hNuONh4fMrV0MeNIju5A0Ab79NDzOmpdFxxp995nw/06bR0/DhdMY3w40bQM+e5VnfTOZ3YCDdQVwsrsUJ1jPkjuQiXLvoNm7cGOfPn3d5e5VKhZkzZ7osWIiHheAJZDIZ5HI5Iuoj77IeEIvF0NS20FktuH79OubOnYvQ0FAA1d+g2eoK7OvB8N6krgH1R47QNfkqel8+/5z2pKxYQQd2BwQAN28CU6YAx4/T29iLFQDYvJmenPHLL8Cjj1ZvCxe8WUSwuAjXhoTcxd0fDhc9LL789wd83/7aEBYWhvz8fL8RLPUt4q9cuYLRo0djRnVtmhswXP9N1VWw8PnOh4qEQqBLl/LlgwfpXpPHjlWdJbR2Le3BKS4Gxo+nOxuUlQFNmtB1/3wBbt2ROAzXPCzehoseFq67f2vC1+2vDaGhoSiumKfpw9T3g4sv9J9iK+vt2DG6u/WhQ8A779Cp5BERdLzH0KHcyJbx5neFz6eL/f7+O9C/P2AwlHtXnDF7dvn83r3ApUu094a202tmehQiWFzE1z0sfD4f//77LyZNmgTA8ebJzNuvKygogEqlQlJSUrU32oqVML35N0pOTnYpTbZi5c6K6zxR/6Q25+lqWXd/Ijw8HCUlJWyb4TGEQmG9ZglpNBqHGjmEcjIzAYCCQkGn9AJ0PIZWS7c9uHCBRePs8NY1sUMH4No1YNSoyu/17ElnGPXuDZw9W77+iSeA3bvLi8z5QDsmB4hgcRF/ECydO3fGt99+C6C80Jizea6SmJhIV9T0UVwNkPYn/E2wBAYG1msMi0qlQkgdi6v5K0zCXVYWnfrbtCkQE0Nn1SQlASNG0B2z2cZbntVPPqHPEaCFSf/+dH2WoUPpBtZ8Ph3Xsns3LVQAum3T7t20mNHpyvtO2mcWcRkiWBoIFEVBIBB4pHopgeAqUVFRuHbtGttmeAypVAq1Wl1vx9NoNLaA2waP1UrfZaVSoKQEEiXAhwWBgfSNmmHXLuCBB+i4Dh6Pblm0aBF7ZnuL4cOB3FwgL4/uTWUfscBopI4dgccfL18/dy79OnMm7WVhhoTu3q0Xk+sMESwEn4HL3h+Cc6KiolBWVsa2GR5DJpN5RLBs2LABhw8fhlAorPZ7nZ2dTQJuKQo4cYLu8gfQrpSsLIwF8CiEiIsyQRwowt9/A4sXA7/95vjx06fr3WIHzp8/XyvvasWWGe7AtC/6+29muIdnN/Gxbh0P69aVr/vmG2DbNr5tWSDg4d57C9CuXfx/+7Pizp076NmzZ63s8RREsDQQGmLAJ4F9oqOjoaiqG6AP0qRJE1y9erXO+zl9+jS+++47W18pQhXs2AG89JJj85ysLKBvX1hj4iD85SfwQEGrBbp1o98ODQVmzADatqWbNLdvz47pDD169PBaU8p//gGaNaMr4GZn05VuFy2inVB79gAAheHDAYqyQqu1omVLK/LzrTCbrTCZ6FcAuPdeK8RiKyjKCpXKiq1brXjiCQMef1xs884fOHCA9UQMIlgaCL4eg+MPNMS/f0xMjF8Jlo4dO2Lfvn113o8r/YgaPBQFTJxIzw8cCCxbBpSW0uKlf3/wf/sN+PVnTJ8lxqef0pv98gvdX6ch/NR++AGYPNlx3dq1dG0WhokTefjxRwAQ/DfVTFERsHUrnYU1a1b5+rCwsDpaXHeIYCH4DMRL5HvIZDIYfaXIgwvEx8dDqVTWeT8URTWoMgm1gokI7doVOHyYLj5S8X2BAGvXAmvW0KsaglBhOHq08jomdfnwYTr41mx2f79MjHerVrW3zVsQwdJAIDd79iH/A99HIpHAXJu7AMF9mOGHixcBkQjYt48utNKnD61MtFqbiGlIQgWgy+xv3UrPd+tGn39yMjBsGD0NGEC/50p/3JgY2qvCwBSqa9rUszZ7AiLxGwgWi4U80bFMQxwS8keI8KwnpFK6Nj3D6NF0Xi4TQ/Sfh6UholKVz//7Ly1WACA1lc4EYkQHE3xbHfZiJSqKLkAH0GnT9sfhAsTD0kDgYql9d/H1Gz650fkeFEXZJvtlvV4PHo8HoVAIPp/v89/NOqFWAykpNW8nENCRsO78rQYPptsTazR0ptC4cXRO7r33An/9VXmYqIHQowctNBQK2tHEpDg/8ACd5sz8WbRa+t8jENBpz0zDQ6ORFjMiEd300Gik69e88QYwbx792awsetjpscdYO81KNMz/dgNEr9f7vGDx9Rt+bm4u2yYQquCZZ57BnTt3EBsbW+k9+8KKAGAwGDB16lTweDxYrVZYq3mMraqyst/Upjl5kq7O5mqFti+/BJ57zr1jSCT01KcPXR2trIyOCLVYAJbaAnCBqCh6KimhxQoAfPMNPTEcPkxnEFUFnw9ERtLiJz+/XKw0akSniD/8sPfsrw2+fQcjuIzRaCRF41iGlFjnLm3btsWUKVMwePDgejmeKy0mfAKmxs7vvwM1ZZH06wdkZNDZP7XxSMXF0V4Vexpg9eiKREbSf9b8fNqjYjTSwbZpabSgkUhobWe1As88U/65CRPorPGiIjoJa/Nmejioc+eqj8X2Q2OdBMvy5cuxcOFCzJ49G2v+C9PevHkztm3bhuTkZKhUKpSVlbmUDrV+/XqsXLkS+fn5uPfee/HZZ5+xXqTGHubpyFddvxaLhfUc+oaOr353GgJxcXHIyclh2wzfg4nq7NOHrgfvjOzs8hryH31ED+2cOkUv6/X0GEUtvb/kN0XTsiU91cTTT9N60WymNePzz9NNI0eMADjeYxNAHYJuz58/j02bNqGLfY9rAFqtFsOHD8dbb73l8r527NiBefPm4d1330VycjLuvfdeDBs2DIWFhbU1j1ABq9VKftwEQhUkJCQgPz+/3o7H9pOqx2AEi7OA/hEjaK9LkyblgbIAXX71l1/o9BSplA6k4PHoyc0a+n7zd6xHeDz6Ty4U0qnP48f7hlgBailY1Go1nnrqKWzZsgXhFVT1nDlz8Oabb6J3794u72/VqlWYNm0apk6dio4dO2Ljxo0IDAzEV199VRvzvEJdOvtyAV+2ncHXBZc//A/8laZNm6KgoIBtM3wPJn7H3nt76xYtYA4epKNCY2OBJ5+k+wAxjB3rmJ7C8OGHbhzaSjIfGxi1+m/PmDEDo0aNwpAhQ+psgNFoRFJSksO++Hw+hgwZgjNnzjj9jMFggFKpdJgI1ePLw1kM5IZP8BaNGzdGcXEx22b4Hpcv06+Mp+W/svm27nuRkXSt/Ndfp9NV+vRx/LxGQ49JMKxe7fKhzWYzGeZuYLg9cLh9+3YkJyfj/PnzHjGguLgYFoulUnR+bGwsbty44fQzy5Ytw3vvveeR47uKP9zsff0cfA2j0Yj8/HxQFAWr1QqlUokbN27YMkusVissFgssFgsoinKYZ96zWq229+w/w2xjPzHbAbC9z4g8q9UKk8kEq9UKoVDokK5bVFSE6OjoSoLQfrkqsVhxG7PZDIPBAKPRiL///huhoaG4cuUKJkyY4JLgVKvVCAoKsqUKCwQCW+qwUCi0LdtP9u/Zv88sK5VKREZGgs/nQyAQgM/nO8wzrzdv3sT+/fsxYsQIr/9WDAYDUlJSIBKJHOyQSCQQCoUQiUQQiUS28+OsJ4ERLKdO0eMKn3wC2HuqSkroadw44Pbtyp//5x/6dcEC4OOP6SIi3boBDz5Y46HNZjO5pjUw3BIsd+/exezZs3H48GEEBAR4y6YaWbhwIeYx+VcAlEolmjRp4tVjlpSUYOLEiW79QHQ6HfR6faVhs7pgnyLJwMwz9SFu376Njh07OnzOarX6fNdXX7s4vfLKK9Dr9QgODgafz0d8fDw2bNhguwHxeDyHV/vJ/j2BQFBpm5o+U3Hi8/lISkqCXq/HkCFDbDdAZqgzNDTUtlwVzr5zFedFIhEkEgkkEgmmT5+OqKgot/5miYmJ2LFjh02Ymc1mmEwmGI1GGI1GmEwm27LZbIbRaLRt52yyWCwQCoUIDQ11EH3MZ+2FYWJiIj744AP07dvX631THnnkEWzZssV27IKCAqSnp+O+++6zCVd7weosdbqqlOnq5p1R288BAEpLcRfAhEcesa0yA9hTcTt7sZKcDHTvTs8zHZjtEYurPh7oZI9//vkHfD4fRUVFGDduHMrKyhATE1Ptgxnznv310n6+NqSlpaF169YAnIcNlJSUoF27drXaN6EybgmWpKQkFBYWojvzZQOdfXLy5EmsW7cOBoPBbRddVFQUBAJBpfHjgoICxMXFOf0Mc0GsT6KiorBt2zbO1zLJycnB+++/j02bNrFtSoOHx+Nh5cqViOdIrQixWAy1Wo2nn36abVOqhRFpAoEA4hpuXp4mLS0NCoXC64Jl2rRpDstXr17FV199hVWrVnn1uB6HouhhIJPJtipx7FjHIFt7rFY66rO0lPa8VCQgAGjcuNpDJicnY9euXZwYDkpMTPRaJ2YuwvawvFt338GDB+PKlSsO66ZOnYr27dtjwYIFtfoCicVi3HfffTh69Cge+6+kntVqxdGjRzFz5ky39+ct+Hx+tQWiuIJMJoNer2fbDALoG6/FlWYe9YSvfIfZJDAwECoW6pFLpVIYmJrovgSPBzRr5riuQweAuU9QFC1mkpKA3r3L66+Eh1edBl0DFEVxQqw0RNj2crslWIKDg9G5QlUZmUyGyMhI2/r8/Hzk5+cjPT0dAHDlyhUEBwejadOmiIiIAEALn7Fjx9oEybx58zBlyhTcf//96NmzJ9asWQONRoOpU6fW+QQ9ha9kCYnFYk7dJBsyXBMIvvIdZhOhUAiTnbegvggMDPSrrtY2eDx6iKdisC3B5+DCtcPj4xsbN250CIh94IEHAABbt27Fs88+CwDIyMhwiMifMGECioqK8M477yA/Px9du3bFwYMHnZbJZgs+n8+Jf1hNCIVCTt0kGyLz5s1DamoqgoODERMTw7Y5DvjCd5hNBAIBK92YAwMDfdPDQmgwcCFxo86C5fjx4w7LS5YswZIlS6r9TGZmZqV1M2fO5NQQUEWYviFcRyAQ+ISd/oxOp8Pnn3+Ophzrz+4roptN2PKwBAQEsHJcb+DtmxrbN01v8tNPP1XqOWYfKDxixAi0aNGCDdNstrAJtyNIOQTX3PtV4St2AsDOnTuRkpLikGJbcQJgy5S47SwtkuAyRLDUjEAgYEU4iEQiMpRLwLp16/DKK6/Ylu1/r3K5HB9++CG++OILNkzjxLWDCBYX8ZWLPdsK2B22bt2Kt99+22azfb0JJj3Xfn2KKy3sCdXiC99hNhEKhawMCXG2zkotyM3NRWIVTQmdXZ/4fD6kUikCAwMRGBgImUwGmUyGoKAgBAcHO0wXL4airKz+/z/1RXR0NJ544gmn72VlZSEpKameLXKE7fsLESwu4itDQgBgMpkqdYPNzc1F7969sXLlSq8dd+TIkQhyoylFz5490b9/f5e3d2ff9cmSJUtw4cIFm316vd4WYM4l5HI5qeZaA2wNCQHwmetLTcTHx7uV6msymaBSqaBQKKBQKKBUKqFSqaBSqaBWq1FUVASNRgO1Wo3ly7UAxnjPeDdJT0+3ibPqatdUfFCwf7+kpAQymQwSiaTawGuxWIzTp09XKQZdgbHRWb0m+3XO5rOzszFgwIBaH9sTEMHiIr401PLzzz87XV+XL7orBAUFNaiaBAyFhYVYv349mlVM7+QY0dHRrKTs+hJseVgaMiKRCBERES6J/OXL68EgN2jdunW9XfPi4uJwmaksXEfsK2XbF1Ssbvn3339n/R5IBIuL+JJgIdQvJpOp3gsZ1gau1YXhImzFsADsu9sJDQf74owikcilz0RHR3vZqprxn4FTL0NqWLAPV//+JpOJ1VYVrkIyyGpGJBKx5mEhgsV1KtbGtFqBmzeBtDSA6YWrVpf3YCT4B8TD4iL+4GG5cuWKS8NCzsSZ/cXUWb8RAA12uMFsNvuEh0UgEBAPSw2QISFu8+ab9LCQVAo8+ywQEkIX0f377/JtmjUDYmPL+yrK5XTDaILvQwSLi/iDYLnnnnsaZIyJtzGZTPXe86Y2EA9LzbApWPzFw+LN81i2DNi4kRYhX38NdO4M6HSO29y5Q08MYWHAiRPAfzVMCT4MGRJyETIkRKgKX+lt4g+i29sYDAbWxKe/XF+8fR4DB5bPL1kCpKcDNdVSy8rypkWE+oIIFhchF3uCr0PaNtTMxx9/zFpwob94WLzNd98BgwfT88uW0a/dulX/mcmTvWsToX4gQ0IuwufzfWb8/8UXX4RcLq+03teLU2VnZ1dbkMrVuBt77Nfn5uYiISGhyv04W09RFG7duoXExETcvXsXp0+f5uyNh4jumunevTvWrl2LPn36QCqV1uux/cXD4m2KioCjR+n5IUPo182bgeefB65dAxo3Bp58snz78ePr30aCdyCCxUW4ehNyhlwu98tYlUaNGnH6vCoW6+MaviS62eKnn37C7t278eSTT6KkpARr1qxB9+7d2TaL8B8hIYB9bP/zz9OvkZHAyJH09MILjp9p3br+7CN4F99+5CY0KLguGu2blHERMiRUMzweD+PHj8fPP/+Mhx9+GNu3b2fbJJ/DW78BubxcrDz3HKDRAG3aOG5z/jzw5ZeO695+G/CTvpINHiJYCAQPwXWXPhkSco9Fixbh5s2buHjxYr0cj8tilwuEhZXPh4YCgYH0PEXRac08HtCzZ+XPBQUBYjH9Pumf6tuQISECwUMwHaa5euMhac3u06tXL9J/iUNotbRQWb0a6NOH9pw89ZTjNgsWAKmpgLMOJdnZNWcUEbgLESwEgodgPBhcTXEmgsV9RCJRtQ3pPAnXPXRcQK0un3cWf79vH/DII47rmjYF7t4FgoMBlnv3+Txsf0fJkBCB4CG43tGbCBb3qU/BQqie4mIgJsZx3cqVwLZt5cuHD1f+3MmTwNq1wJUr3rXP3+GC55h4WAg+Axd+MNXB9RgRkiXkPiKRqN6aIXL9++0q3noKVygqr5s6FYiIAP73P/p18eLK2zRvDrz6qldMItQzRLC4iFqtxmeffYYwu8gv5gJT1YWm4g/XfrmqeWfLVX1m3Lhx6NKli2snQPA6FosFWq2Ws32FiIfFfYRCIY4dOwYej4eQkBAEBwejR48eEAo9f+lk293OdVq1omuwGAyAQADExZW/d+GCZ47x448/4tixYxAKhRAIBFW+ikQiCAQCpKamYs2aNbbOx8w2fD7fYZ2z9+2369GjB2QymWdOwo8hgsVFJBIJunfvjpj/fJLMxYWiKFitVgfRUtV8de+5u51Op8PHH3+MH374odbnRPAsERERUCqVCA8PZ9sUp5C0Zvd56qmnIBaLkZeXh7S0NCQnJ+PBBx/EzJkz2TaNs3jTUxQV5dn9TZkyBTq7ZkR6vR4bNmyAyWSC2WyG0Wi0vVosFphMJttkNpuxaNEim+fSfrJarTCZTNDpdLZl5tVsNjss5+Xl4bfffsMnn3zi2ZPzQ4hgcRGRSIQePXqgSZMmbJsCANBqtfjuu+/YNoNgB9djWGrTD4vJfLJarbbJbDbDbDY7XLiZZWZ+xYoVNQ6lOMuounXrFiZMmODwnjObtVotvvjiC8TZP2Z7gaCgIEydOtW2vG/fPty8edOrxyTUHzqdjvVilJmZmfj4449ZtcFXIILFRW7fvo1WrVqxbYYNfxnv9id69uyJefPmQSwWO9xks7KycPbsWbf3t3btWhw8eBBBQUFu/b+ralNgsVigVqsd2hs422/Fz/L5fFtRPB6PV8nF7cz9feXKFVy+fNnNM3ad999/Hzdu3PC6YKmIRCIhQbg1QK5N7kFRlM+3TakviGBxkZYtW3JqjJHH4+H27dv45ptvbE/1zOvt27exZcsWh6djAFAqlTCbzQ77sH9l5pnl2NhYPPvss/VxOn7BlClTMGXKlErrx40bh0mTJtkCXqu7oNt7FpKTk3HgwAG09sHa4llebo8rlUqh0Wi8egxnBAQEEMFSAyQWxz2MRqNXYqL8EfJXcgMu/RCZ4Qd7dS4QCMDj8fDKK69ALBY7CBI+n4/4+HgEBwfbhAzgGItjf35WqxWrVq3ilGDh0t/fHX766SeYzWYMHToUe/bsQUREhEuf43IROraRyWRQ2xflqCeIh4XgaYhgcR3yV3IDLt08BAIBmjdv7lVB8c0333ht3w0NoVCIxo0bQywWu/wZLn3fuEJWVhZmzZqF7OxsvPHGG/V+/ICAALfTnOfMmYPc3Nwat0tPT0diYmKNWYf27+fk5CAhIcFhfXVCt6bvFOONrU28E8OdO3dq9TlnFBcXY8aMGWjSpAmmTZuGdu3aeWzfXEGv17t1XWjIEMHiIlx7uufz+V63KTAw0BYAaY/9Rc/+PYvFgj179njVJl+Gy1VwfYW0tDT07NkTv/76KyvHr42HJS8vj/XAzvok0VkJWhcxGo1ISUnB1atXce3aNZw8eRLbtm3D7Nmz0b59e6xbtw4ikQgSiQRCoRAikQhisdg2iUQi2zqJRGLblllm5kUikQfPuG7o9XrOlkLgGkSwuAGXnnjrIyNl69atbm3/2GOPYcmSJTCbzbBYLLb0vYoTk85ntVqRk5ODuLg42/BWxVd7QXTjxg1Pn2K9YrVafd71+9RTT7nkYfBWfElISAgrsSsMtfGwEACDwYBr167h2rVrSE1NRWZmJvR6PQDH66pAIECjRo3Qpk0bjB07Fu+99x7EYjHmzJmDKVOmOKQZazQaW6Yas94+FVmlUuHEiRN48MEHK2WxMdcg+wwwtjAajTh69Kjt+mAvviZMmGArpUEggsVluBZPwMSlcInPP/8cGRkZEIlEEAqFlYotVSyaxBQyk0gkDpkmfD7ftmx/jhMmTGDx7OqOP2QDmM1mVr0FTZo0wenTpzF27Fg8+OCDmDNnTr0ePyAgwCFwnVDON998g+PHj+Pff//F+PHjHYaomCHRtm3bYvjw4ejcuTNCQ0Nd3vfAgQPdtufmzZsQCAT49NNP3f5sffLQQw8hJCQERqMRJpMJBoMBJpMJp0+fxnfffYf58+ezZhtFUTh//jzOnTsHpVKJhx9+mDVbACJYfBqu1fxISEiwjad7A64Ny7lLXeICCDRxcXE4fvw48vPzsdhZHXYvQ7KEqubLL7/E7Nmz3fbMeou8vDxEebrSnBfg8/no0aNHpfUqlQpKpdKrx1YqlUhOTsa1a9dgMpkwduxYNGvWDGazGd999x3kcjl69OiBmTNncuKBnQgWF+Gah4XgewgEApIR4CHEYjErno7AwEC3BUtDuW48+uijnAoezc/PR2xsLNtm1BqVSoWgoCCv7JuiKHz11Vcwm83o3bs3Xn75ZQDADz/8gNLSUphMJkyaNAmNGzf2yvFrC7lyukFDufAQvINIJILBYEBgYCDbpvg8YrGYlVgSsVjsdgPJvLw8L1nDLcrKyjjl0cjPz0ezZs3YNqPWKBQKZGVl4ejRowgMDIRUKkVgYCACAgJsrwEBAW4/AFksFvzvf//D2LFj0aZNG4f3nnnmGU+egschgsVFiCufUFfEYjG0Wi1new35ElKp1GeCXxtK0KRCoeCUYCkqKkLv3r3ZNqPWKBQKlJWV4dy5c9DpdNDr9TAYDDAajbZ4F5PJZLs3paam4qOPPsKIESOq3GdmZia++eYbPP/885zznrgCESwuQoaECHUlKCgIpaWlaNSoEdum1Bqu/AYEAgFrDxHuHtfXA61dRalUckqclZSUeDWmztvodDq8/PLLuOeee1zafu/evVi5cmW1MUTR0dH47LPPfPY7SQSLixDBQqgrYWFhKCwsZNuMOsG1QG8uU1xcjEuXLiE9PR2vvvoq8vPzAdBP/ps3b67kjvd1dDodQkJC2DbDRllZGZRKJbKzsxESEgKZTOZTdZBUKhUiIyNd3n7MmDEYM2ZMtdtMmTIFcrnc5WrbXIMIFhexWq0+q0oJ3CA2NtZ20/JVuCLarVYra7YYjUb89ddfuHbtGtLS0pCTk+NQIZZBJpOhZcuWmD9/Pu6//360bt0afD4f8+fPh8FgYMV2b8OV7wcAzJo1C1u2bIHBYIBOp4PBYABFUbh48SKnOm4XFxcjNTXVVvSOmQoKCtwSLK7w+eef44svvkDPnj3Rp08fj+67PiCCxUWIh4VQV+Lj45Gamsq2GT5PYmIirFarrZR9TdTld+ts+EcoFOLo0aNo3749pk6dinbt2rlVObWkpMSnhwV9hf79+6N///6V1telEq83ePnll9G+fXtbsU1matmypccr4MpkMsyePRubNm1CeHg42rdv79H9e5s6CZbly5dj4cKFmD17NtasWQOALjM8f/58bN++HQaDAcOGDcPnn39ebXrZs88+W6lvzbBhw3Dw4MG6mOdRiGDxPLm5ubh165ZDFVyKomCxWGCxWEBRFDQaDTIyMnDr1i2fr3TbqFEjnDp1im0zag2XfgO7d+9m24Rao9VqERYWxrYZBI7A5/OxdOnSej3miy++iE8//RT5+fm1KsrHFrUWLOfPn8emTZvQpUsXh/Vz587F77//jl27diE0NBQzZ87EuHHj8Pfff1e7v+HDhzsEC3GttwKbLmh/Zdq0aejRowd4PB54PJ5tfJmpdMvj8SCVStG1a1dMnjwZ69evr/bpqLCwEB06dEBkZCSioqIQHR2N2NhYxMXFISEhAWFhYawO6zVt2hRFRUWsHb+uWCwW8hvwEOTvyB5cK/zHxneBx+Nh9uzZWLZsGfr27cup+jnVUSvBolar8dRTT2HLli0OylChUODLL7/Etm3bMGjQIAB0P5oOHTrg7Nmz1aaYSSQSxMXF1caceoFLT5f+gkwmw5IlS1zeftmyZdW+r9frUVBQgLy8PBQUFKCgoADnzp1DSUkJysrKHHrQOPt/Muv4fD5CQ0MRGRmJ6OhoxMTEID4+Ho0aNULjxo0hk8ncOk+GkJAQaLXaWn2WC3AljstisaBfv341PgQRCM7wdvVYX+Lxxx/HkSNHMHLkSLZNcYlaCZYZM2Zg1KhRGDJkiINgSUpKgslkwpAhQ2zr2rdvj6ZNm+LMmTPVCpbjx48jJiYG4eHhGDRoEJYuXVplwJHBYHAIWquPLyBXLtaEqgkICECzZs3qXCzKbDYjLy/PNuXn5+PUqVMoKSlBSUlJpSc0pVKJsWPHwmQy2cah7eeZZmsZGRnIzs7G7NmzbeuYbZh5pikbg7Ny/gaDAXv27Kn3irlms5kTon39+vVYtGgR22YQfBQu1YoB2K3x1aZNG/z222/+K1i2b9+O5ORknD9/vtJ7+fn5EIvFlcZna8qOGD58OMaNG4cWLVogIyMDb731FkaMGIEzZ844TUNbtmwZ3nvvPXdNrxMmk4lTLckJ3kMoFKJJkyZo0qRJjdsajUYMGjQIwcHBDk0fma6rzLxIJAKfz3dob89sIxKJbB1amaaQ1fHkk0+ykl5stVqRm5tb78etyPXr19G0aVO2zSBUgAvfDV+EzYcAHo+HW7du4dKlS7j33ntZs8NV3BIsd+/exezZs3H48GEEBAR4zIiJEyfa5u+55x506dIFrVq1wvHjxzF48OBK2y9cuBDz5s2zLSuVSpduLnXBbDb7vGBRKpVQqVQO7dUZDwAzb//UX3FdRS8AMzEBsvbrKk4URTk8Seh0OmRmZrL3x/AQycnJePDBB/Hkk0/W2zGZNvTeQqVSYcaMGdDr9ZXeq+/uyM5IT09Hy5Yt2TaDUAFfLtLGJmxXUf/000/xySefQCAQoHPnzqzaUhNuXfWSkpJQWFiI7t2729ZZLBacPHkS69atw6FDh2A0GiGXyx28LAUFBW7Fp7Rs2RJRUVFIT093KlgkEkm9B+WaTCafb1o3ZMgQdOvWzRbUKhAIIBAIHJYrzttvw8wzAbJMYKz955hl+88wQbXMkBpFUVizZg0+/vhjlv8ideeff/5x+D3UB94enjx27Bg6deqEBQsWeO0YdeHWrVsYO3Ys22bUGi4MqxEIDHw+H6+//jqWL1+Oli1bcrrXmVt34MGDB+PKlSsO66ZOnYr27dtjwYIFaNKkCUQiEY4ePYrHH38cAHDz5k1kZWW5VaQmOzsbJSUliI+Pd8c8r2KxWHyqSqIzmjdvjk2bNrFtBgBgz549eOihh9g2o85cvXrV9l2vL7x9w7t+/Tqnn7RycnLQrl07ts0gEOrE9OnTUVJSwomhGB6Ph6ZNm0Kn0/mPYAkODq50IZPJZIiMjLStf/755zFv3jxEREQgJCQEs2bNQp8+fRwCbtu3b49ly5Zh7NixUKvVeO+99/D4448jLi4OGRkZeOONN9C6dWsMGzbMA6foGfzhqai4uJhtE2yw7Qb1FHK53O+KgN26dQuTJk1i24wq0ev1nCoB7y5XrlzBhAkTbMtVXVtUKlWljLSAgABIJBJIpVKHrr0ymQxSqRQymQyBgYEICgpCYGAggoODERQUBJlMhqCgIAQEBHjtWuYvv+n6oqSkBDt37mTbDAD0CEJmZqbHK+t6Go+PcaxevRp8Ph+PP/64Q+E4e27evAmFQgGAbmJ2+fJlfPPNN5DL5UhISMDDDz+MDz74gHO1WHyd0NBQtk0geACdTocJEybYbhBBQUEIDw9HeHg4QkNDERERgfDwcERERNhq0oSEhLjsISwrK+N8J1dffoDo3LkzduzYUeN2FYf+rFYrtFotlEolNBoN1Gq1w6tWq4VCoUB+fj60Wi10Op1t0uv1tg6/DEwaP/M9sj9WTk4O4uPjq0z91+l0KCsrQ0JCgm0fzZs3r+NfxvtwqTwFV+wAgC+++ALPP/8822bUSJ0Fy/Hjxx2WAwICsH79eqxfv77Kz9grcalUikOHDtXVDIILcClomEs/Vl8jICDAdsOzWq0oKytDbm4uCgsLUVZWhrKyMuTk5EChUNgCrfV6vdPMIub/YP+bTElJISn8XkKr1bpcpKvi/4DP5yMoKAhBQUHeMM0tzp07h7179+LDDz9k2xS3UCqVSEpKclqAsri42GnKM9Pbh/FqSaVSSKVStGnTBhERETYvVkhICEJCQiCVSiGRSHzmGqdQKCAUCjldB43Bt6NICT6Lv7iP2T4PPp+PyMhIj7pyhw8fjp9//hkhISEICwtzmHw9jottcnNzER4ezrYZdaakpMQn2wsUFxdj+PDhWLduncN6RsxXFIlWqxVGoxE6nQ4qlQoqlQpqtRolJSVITU3FrVu3oNVqHTxaJpMJZrO52mtDbm4ujEZjlZW7eTweAgMDHaq/ewuFQlFt6xwuQQQLgVBL1Gq1Xw5bvvnmm7h48aLt4qxWq20XZfuLcEZGBpKSkli01PfIycnhXOGy2lBcXOyTwquwsNCp0KrKo8jn8xEQEICAgIBK5+vtYmv11aRRo9H4zHWMCJYGBJfc/Hw+3+erB//zzz9o27Yt22Z4nIEDB7rUEI1rXW99gdzcXJ95mq2O0tJStGjRgm0z3Ka4uBgRERFsm8EZSkpKsHHjRkydOpVtU1yCCJYGBNvDF/YUFRX5vGC5cOFCvddgaehULEDoaxQUFPhEcGpNlJSUoFevXmyb4TbFxcWcz4SpL1JTU/Hdd99h6dKlCA4OZtsclyCCxQ9Ys2YN/v33X6eVZe2j4rnUKTgyMtLnC/GlpKTgueeeY9uMBkVhYaFPpzQXFBSgX79+bJtRZ0pLS33SU1RaWuoTXtHTp087rTTtSVq2bImwsDBs3rwZTz75JKfqnlWFb98xCACAv/76C19//bVDNVr7CrME76DRaPwiHsGXSE1N9XobDm9SUlLiF3V7YmNjMX/+fJcyDzdv3syZAN2ysjLExMSwbUaN7Nu3D4sXL/bqMYRCIebPnw+LxYIVK1Zg4cKFXj2eJyCChWWUSqWts2/FXj3OlpkePxaLBWfOnMGjjz6KO3fu+IxLj4EIKd/n8uXLGD9+PCQSCUJCQhAcHIywsDCEhoba6sIwGUzR0dGQyWR1HgJMT0+vczduNvGljIzqeOedd1zabsaMGSgtLSWCxU1KSkrqrTcTn8+HVCqtl2PVFSJYXCQ7O7tSkGFVRZWc1bZgtrdarbb3GQESHh5u68XjzjR16lTk5eWRTA0CK9y4cQMAXVukqKgIxcXFKC0tRWlpKcrKynDnzp1KtWCq4s6dO1UKEYFAgODgYISGhiI5ORnvvvuuV86nPqAoqkGlhsvlck4NNfiKYFQqlfVmp7u9/tiECBYXady4MZYtW8a2GU7xxWwNXw6cJDgSGBiIZs2a1cnzkZiYWGWZcr1ebxNDo0ePRv/+/Wt9HEL9YjKZEBAQwLYZNkwmE6d75TB4uyO7PbGxscjMzKyXY9UVIlhchAxhEOxRqVScuhD7MwEBAWjcuDHn2wUQnEOundyGx+OhR48eOHPmjFtNitnAd3NKCTZ87YKwY8eOSi0dfI1z586hffv2bJtBIBDcgHh2nTNo0CCcPXuWbTNqhHhY/ABf+xHu378fx44dY9uMOpGcnIxu3bqxbYZfYDKZfLoeD4F7vP7667hz5w5EIhGEQqHtNSMjg23TOMnBgwfRt29fts2oESJYCPWOVqtFp06d2DajTqSkpPhEd1Nf4NatWz4RCEnwHbKysrB9+3aYTCYYDAbo9Xro9XqfKUFfnw+hhYWFyMjIwIgRI+rtmLWFCBY/wNeGhPwBjUZDKmZ6iJs3b/p0qjKBm/D5fEgkElvaPcE5u3btwosvvsi2GS5BBIsf4GtDQmlpabbMppCQEERERCAyMhJRUVGIiYlBbGws4uPjERcX51JhqoaGvwnUa9euYd++fTh79qytLIB991xmnsfjgaIo8Pl8BAYGIigoCBRFISoqCvHx8QgPD7d9l5jaLyQwmuCL1OdvnKIoiMXiejteXSCCxQ/wtRtYmzZtsHPnTlitVhQXFyM3Nxf5+fkoLCxEamoqTp8+jbKyMsjlctvNyhn2bQd4PB6Cg4MRHh6O9u3bk+EaZ5jNwKVLgFgMyGRAUBD9GhgIsPgdKiwsxBdffIGOHTu6tL3FYoFcLkdJSQny8/Mhl8uhUqlQUFCA1NRUKBQKKBQKqNVqmEymKo/p64HfBOf42gMcm5w9e9an6gIRweIH+NIPlKIo5ObmAqCfnmNiYjxSedJsNqO4uBh5eXmYO3euXwuWWv+/f/gBePbZyutlMuD774HHHquLWbWmoKAArVq1cnl7gUBg86LUti8MG7WLNBqNzzzJego2HqY0Go3PxKqwxcmTJ3HmzBn06NED06dPZ9sclyGChVCv3LlzB/fcc4/H9ysUChEXF4e4uDh069YNEydOtN3YK97gxWIxIiMjbcNPcXFxaNSoERo3boyoqKgaL7IqlYrVG8/DDz+MCRMmACg/N3ubs7KycObMmcofzMgA4uKAX34B1GpAo6Ff16wBxo4FXn4ZWLYMqOcy6mazud5vMPfff79T0WL/Xanue8Dj8SAUCiEQCGyvzPZMLy+hUOgwqVQqpKenY9++fRg9erTnT4oAgC5rHxQUxLYZtcZisXhV6O3evRsRERFYsGCB147hLYhgIdQr//77r9frl6xevbra99VqNbKzs5GTk4Pc3FzcuHEDJ0+eRHFxMdRqtS1WoiqKioqgVquxePFiW7wNI3gSEhK8nqL7wgsv4IUXXqjy/QkTJjgMl9nIzQWaNgV69XJcP2QI0LYtsHEjPfmQx662vPHGG3X6PEVRMBqNDhNFUbBarTCbzTCZTLZXo9Fomx8xYgTWrFlDBIsXKS0t9WnBcufOHeh0Oq/su7S0FIWFhXjiiSe8sn9vQwSLH+BLQ0IpKSnoVfGGWc8EBQWhffv2tRZOFosFeXl5uHv3LrKzs5Gbm4t///0Xe/bswfvvv4/x48d72GL3EAqF0Ov1lRua5eYCzhqqxcQAZWUAn097YGqCogCLBain0uFchMfj2TJQ3OWrr77ygkXsM3HiRIeYM4qicPPmzRqH3yiKglAohEQigVgsRkBAgMMklUodpsDAQNurTCaDTCazBWEHBgaitLQUoaGh3j5dr1FcXIzOnTt7Zd+7d+/Gs86GhX2EhnvF8SN8Keg2IyMD06ZNY9uMOiEQCJyWilepVOjSpQtLVpUjlUqhVCorC5acHKCqPjw8HjB8OOBK19ann6bjYRgaNSoP4LUP5u3eHfCBlvUEz0BRVJX9oGr6nNlshkajgUajgVartb0yk06ng1arRXFxMXQ6HfR6PXQ6na3GisFgsE1ZWVkYO3asF86wfsjLy0N0dLRX9q3T6Xyil1JVEMHiB5SUlGD69OmwWq2wWq2wWCyV5i0WCwA60NU+7sHeO1Ox23RZWRnuv/9+DB8+HHFxcUhISIBMJquTrSqVyms/RrZxN3jUWwQGBjrvSnvlCpCaCty+DYhEwM8/014VhtJSwJX4oosX6WEkADCZgAcfpONhmJgYjYbe5uhRIlgINcLj8SASiRAWFoYwD8RPbdmyxadvyrm5uV7pcK1QKOqtoaK38G3rCQDoG9Sbb74JgUAAkUjkEAgoEokgEonA5/Pd9sTodDps2bIFR44cQWlpKcrKymA0Gl3+vFQqRUREBCIiIhAVFYXo6GgolUqf8gi5Q312WK0OqVQKlUpVvkKlAn77jR7K0euBAwfo9QIBPRTE3CTKyoDw8JoPUFgITJwILFpU9Tavvw78+mutz8Ff8edMIa4MTcvlciQ4G/r0EQoKCjxeCVwul2PVqlVY6OMPEOxfXQl1JicnxyuVQqVSKV599dVafZaiKCgUCuTm5qKgoAAFBQXIy8uDUqn0sJWEikilUqjV6vIVu3YBVaV5h4cDs2fTnhBXBIvFAhQX03Ev1VFUBLjgSTMYDD5VB6Ku3L17F1FRUWyb4RW40g9KqVQi3BXh/R96vR6lpaUQi8W2OBrmIY8NioqKPNqZPD8/H1u2bMHChQsrDxP7GESw+AGtW7dm24RK8Hg8m4vXviDYX3/9xaJVDQOpVAqtVlu+gvFolZQAztoJrF1LT0DNgqWkhPbU1NT7x0XBkp6ejjhXAn39hMzMTBw+fBgTJkwAj8dDUFAQQkJCEBISguDgYAQHB9vmQ0NDERISgrCwMMhkMluQr1Ao5KSXkiselmHDhmHlypUQi8UO2XJV2Xfu3DkMGzYMZrPZYaqKnJwcNGrUCAAq7ZvxaDPBwCEhIQgKCnL4XzLVvZn5itW8S0tLbfuvK0ajERs3bsSiRYs44f2tK75/BgTOPNkQuIFEIoFery9fwcTVpKfTAbH23peXX6ZTmRlq6rlSWEi//v47sHcv8NBDwIQJdEyMPXl5ldOnnZCeno4mTZrUuJ2/UFBQgPnz5+O5556DyWRCaWkpiouLUVpaCrlcDqVSCblcjrt370KtVkOj0UCtVsNoNNpSpZl4tIrUdGN25X2hUOiQqVMxQ0cmk0EqldpuugEBAZBIJLBYLJxpg9C/f3/0ryq43AkTJ07E5s2b63xciqJgMBig1Wohl8ttE1N5mSmhoFarbf9brVYLiqIc/ic5OTl45plnXBaApaWlAGhvZXx8vENsokajwbfffusXYgUggsVvcFp3g2NUdaEleBaBQIA9e/agrKyMrggbFobI6GiEjxiB4OnTIV25EjaJay9WAGDyZODJJ6su1c+U8t+yhV7+6is6a4hh2jRg8+aqU6grcPv2bbRs2dLtc/RVCgoKbIUTRSIRYmNjOdOp2mq1wmAw2EQSk7VjP+l0OhQXF2Pp0qUYM2aMTUgZjUbMmDGD7VOoFZ7yDPF4PJvQi4iI8Mg+XcFqtTp9aC0tLcW+ffv8qkkrESx+gFAo9Il0tYyMDL91/5vNZs54uiQSCcLCwsDn83Hr1i0klZVB2bMn1EeOQL9mDUwAqr1Ejx5Ni5L/KCgoQFRUFAQCAfh8PsQ8HoIBBAEIHjcOoQEBCL5zB2F//43wLVsQWVaGiIICREZFoaYqJXfu3MEQJuOoAVBYWOjR+ARPwufzbZ6UmuJsTpw4gQ8//LCeLPMuXBnKqi1VXXeOHz+OwYMH17M13oUIFj8gICAASqWS84Ll8uXLaNOmDdtmeIXbt297pCeSJxAKhejRowemTJlS9UYURack6/WAwVD+KhbT1XCrwGw2Q33mDMrWrkXZnDkoMxhsLu/M2FhcOnMGypMnoYqIgPq332A+dqzSPuxd1klJSVi2bFmdz9lXKC4u9vkhMF+/wTcUNBqNT1f8dQYRLH5AYGAgVCoV570XN27cQN++fdk2wytcvHgRKSkpWLJkCfh8vi2t3H5iesrYzzNBehWXmXUBAQG27AUmXoB5rSq7xqUbCo9HixM3U2yFQiHCBgxA2IABaFHxzalT3doXAIwfP54zsQ/1gVar9ekqrADd2qIh/c98lZ49e+Ls2bMYPnw426Z4DCJY/IBKdTc4yq1bt/Dyyy+zbYZXSE9Px6hRo9CjRw9YLBZbpgEzz7wygZNmsxkGg8FhnbNtzGazQ8ClyWSyzTPBejqdDmlpabj33nsB0E9WH3/8Mct/EUJVcD3WrCaysrL8NjXbn9BoNH4nLIlg8QMCAwMd625wFLVa7bcXurS0NCxfvpyVYaH9+/fj2rVreP311+v92HXF12/eDZHs7GzOBAoTKmMwGLB161bweLxqm6T6IkSwuIDFYuFMQKUzfEWw+DMqlYq1GJarV6/aMk98DRIP4Xvk5uZyfvi5oVJWVoY1a9bg1Vdf9avsIAbu3oU5hMlk4nQ5bZlM5hNDQgTvkJqaiq5du7JtBqGBkJ+f79Ol7/2ZY8eO4fnnn/dLsQIQweISRqOR84JFo9GwbQaBJZRKpVeapdULBgPd68hqZdsSgotwOTW7NvjTsGS/fv1w4sQJts3wGmRIyAWMRmOl8slcIigoCDk5OWyb0WCpz2GNjIwMvPrqq4iIiLCVar9161a9Hd+TaL74AuJ9+8qr60qldCVemazya1wcsHq1Q30YAjsUFxf7lWDxJ2JjY22Vb/2ROgmW5cuXY+HChZg9ezbWrFkDgG4kNX/+fGzfvh0GgwHDhg3D559/Xm2QFkVRePfdd7FlyxbI5XL069cPGzZs4EzNDqPRCImkphJY7BEYGOhYip2DmEwmXLx4EYmJiQDo/7lUKkV4eLitm3NUVBRiY2MRFxeHhIQEBAcH+8TTT1paWr0GIQYGBmL9+vXQ6/XQaDQ+29Ds+vHjaBIURFfN1WjolgHOXjMz6TYAc+YAHTqwbXaDx2Aw+FV9D3+Lo/K387Gn1oLl/Pnz2LRpE7p06eKwfu7cufj999+xa9cuhIaGYubMmRg3bhz+/vvvKve1YsUKfPrpp/jmm2/QokULLF68GMOGDUNKSgon0rIMBgOnh4QkEgmMRiPbZlRLWloaRowYgbX/NdmjKApKpRJ5eXkoKChAfn4+iouLcePGDZSWlqKsrMxBhNkXG3OGSCSyiZ/IyEhERUUhLi4OsbGxiI+PR3h4uNcCp//66y/06NHDK/uuyN27d229XEJq6vvDcVJTU9GycWNg4sTqN9yzB3jiCWD3buDFF2tuvMhhfEGAu4K/nAfgX73YcnNz/TZ+BailYFGr1XjqqaewZcsWLF261LZeoVDgyy+/xLZt2zBo0CAAwNatW9GhQwecPXsWvXv3rrQviqKwZs0aLFq0CI8++igA4Ntvv0VsbCx++eUXTKzpYlYPcN3DEhAQAIPBwLYZ1XLhwgV07tzZtszj8RAaGorQ0FC0b9++zvvXaDTIz89Hfn4+CgoKUFRUhLNnz9rEj30WVXXih+kHEhoairCwMAcBFBUVhZiYGMTFxTl8H86fP48FCxbU+RxcYeDAgfj000/r5VjeJj0/HwNc+d+XlNCv77xDT0uXAgMHAv36edU+T2O1Wv3qRu8PGI1GvxIsf/zxBx577DG2zfAatRIsM2bMwKhRozBkyBAHwZKUlASTyeTQG6R9+/Zo2rQpzpw541Sw3L59G/n5+Q6fCQ0NRa9evXDmzBmngsVgMDjcoJVKZW1Ow2W47mERCoWcFyw3b97EI4884rX9y2QytGrVCq2YzsS1xGq1QqFQoLCwEEVFRSguLkZxcTGuXLmCsrIyW/dVpv08j8dDVlYWPvzwQ3zxxReeOJVqOXHiBOe9aa6SKZfjZVeGfUeNAjp2BFJS6OVFi+hO0GfPetdAD1NYWIjg4GC2zagzcrmcbRM8RnFxsV/8TxiUSiXCwsLYNsNruC1Ytm/fjuTkZJw/f77Se/n5+RCLxZX+YLGxscjPz3e6P2Z9xRiA6j6zbNkyvPfee+6aXmsMBgOnPSzNmzdHCfMUylEyMzMrDR9yET6fj/DwcISHh6Ndu3YufWbNmjX11p118+bN6NWrV70cy9uoVSrEaLU1bxgbCwwdWi5YOnYE/vjDu8Z5gezsbL8onMiFYXpPUVRU5PNDq/b4k7fIGW6d3d27dzF79mz88MMPrH5pFy5caGu4plAocPfuXa8ej+tpzUFBQZz3sJhMJshkMo/v98gRoG1b4OGHgR076HUbNwL/+x9w+TIdt+lt/vzzT0yePNn7BwLwww8/4Pjx47hy5Uq9HM9rWCz069dfA48+ClTnJX3pJeC/2Cfs3w/8+295ZpEP4S8VYn01yNsZxcXFfu2R8Dfc8rAkJSWhsLAQ3bt3t62zWCw4efIk1q1bh0OHDsFoNEIulzt8CQoKCqqsjMisLygocKglUVBQUGUxLCads74wGAz19gRdG6RSqd8ME7iD1Uo/eANAWhpw+DCwfTvwyy+O23kzaD4/Px8hISH1+mRjMpnQsWNH9z6UmQkcPAhwpJfTsZMnYfMJ7t0LhIbSnhSZzDGdWSYDmID97t2BPn3cbtjIFXJzc323Xo6fUlxcjPDwcLbNILiIW4Jl8ODBlZ7spk6divbt22PBggVo0qQJRCIRjh49iscffxwAHbuQlZWFPn36ON1nixYtEBcXh6NHj9oEilKpxLlz5zB9+vRanJLn4bqHpaEG8jlzrFUUK97mgw8+wBtvvFGvx+zVqxfmzZtny7iqliNHgMWLy+M9XnqJ7tTMMj/99BM27dxJq06xmBZUTBozMzHLnTsD8+cDXoyBqg/y8vJsDSoJ3KC0tJTTD6OuQlEUfvnlF78arnOGW4IlODjYIdMDoIMdIyMjbeuff/55zJs3DxEREQgJCcGsWbPQp08fh4Db9u3bY9myZRg7dix4PB7mzJmDpUuXok2bNra05oSEBM5EO5tMJk4XjmuIUBQgEJQvJyUB8+YBffsCCgXw+efl7+3fD4wc6R07srOz6z02Z8WKFejRo0f1sVUUBURHl2fYREbS8xwQKwAdO9Bi3DjHf6If8uuvv0KlUkEqleLMmTOYO3cu2yb5FVqtFnv37gWPxwOPx4NCocD+/fshFovB4/EgFAohkUggFoshkUgQEBAAiUQCqVQKqVSKEydO4MUXX2T7NOoERVFYvnw5Ro4cibFjx7JtjlfxeKXb1atXg8/n4/HHH3coHGfPzZs3oVAobMtvvPEGNBoNXnzxRcjlcvTv3x8HDx7kjFokgoU7pKcDFRNLkpLo0YLjx+nlggJ62rOHXr540TuC5cyZM3XOSqoNPB4P69atw4gRI3D48GEInN301epysQKUz1MUa6Ll6NGj+PvvvyEShePatSz89ddpxMREIjo6GhEREc7Pw8f53//+hylTpqCsrAzjxo3z+eEHhULBmesyAOzYsQPHjx9H7969YbVaQVEUvvzyS0RERMBiscBgMECj0UCr1UKn0znM63Q6HD9+3OezhCiKQnBwcIPw3tVZsBxn7hL/ERAQgPXr12P9+vVVfqZiDQwej4f3338f77//fl3N8QpmsxlCIeliUFtUKpXHYo4qdiA4cIAWK/bExtKChaF/f7qY6uXLwLp19LqMDKBly7rZsnbt2kpivL7o3bs3+vbti40bN2LGjBmVNwgOBm7fBv76i1ZycjnQogWrHpa1a9di6NBn8OqrJQAewcqVR9CmjQJKpRIajaba2jiA8wqeIpHIVkTPvnaOff2cmJgYp4Gi6enp+OGHH9C4cWPbdgkJCWjWrJnHzjkuLg7PP/+8x/bHNkx9oxdeeAESiQSBgYFYuHAha8MqarUaY8aMsYUg2CMQCBAYGIjAato5/PHHHz7feZrP58PaQHpxkbuwCxiNRlgslirL31MUZStGxlxUa3q1Wq0wmUy2V4vFArPZDIvFApPJBJPJBKPRCIPBAKPRaJtnmhwy65jt0tPT8cEHH8BkMkGtVkMulyMkJMTpvi0Wi4OtjF18Pt+2ruJNwj5OxmAwoLCwsNrqxfZcunQJLVq0cGnbmnjmGcfl4cOdb9euHXDqFD3/4IOV3+/Tx1HUuAvzfWDjQn3s2DGsWrUKTZo0wbvvvlv1hs2b09PTT9eXadUSEBCAyZOfwKuv0ssHDgC//07Pp6TQTqGePd3bp1artdXLKSkpQWlpKUpLS3Hr1i0oFLQYUiqVMJlMAMq/xzweDwUFBWjUqBFatGiBjIwMXLhwAQcOHECLFi3A4/HA5/MdhFDFSsrR0dGIiYmpMr5NrVZzOvatNrRu3RpJSUnQaDTQaDT47LPPcO7cOYwYMcIrxzt+/DhWrFhhawVgfx2iKArp6el1KqSoUCh8TrAYDAZcuHABwcHB6NSpk02Y+Us8TnUQweICFosF06dPtyl1RpxUF+xa8T37CyVACw6myy6fz4dAIACfz4dQKASfz4dIJKo0FRQU4Pz583j66achFosREhICsVgMsViMZcuW2cZqRSIReDwegoKCbMvMGC4zLxQKax2sm5iYiC+//NLl7a9du+aRarYAMGECsHJl+fKvv9J1xewdYGZzzZlBdQ2PWrNmjdOnuvpg6dKl+P333znlmneF5ORkTJiQCKAfgNmgKLqkyvXr5dssWwa8+abr+wwMDESzZs1q5RX53//+h9atW9sqbAN0EDWD0WhEcXGxQwFBRgwxBQSVSiUsTIp2BYxGI+7evWvrn8UgEAgQGhqKtm3bYt68eW7bzTZBQUE2AREeHu7VNOe//voLr7/+Oh566CGv7N9oNFbrgeEi69evx4MPPojS0lKsXbsWgYGBsFqtuHPnDhEsBEAsFtvGRdkkMzMTK1aswLRp01i1w2q1uiVAUlNT8eyzz3rk2CtWAB9/DHz0EV3wlBEe8+cDo0cDP/0EuPLAVdfYx6NHj2L//v1120ktiYqK8jmxAtBDMFu3AocPJ2LatNnYssVRrADAwoXAggX1M3J148YNTJgwocr3xWIxEhISkJCQ4NHjGgwGFBQU4MUXX/RJwWKPwWBw64ZfXFyMS5cu2R6umAcpZlkoFEIoFEIgEEAoFCI/P9/jf/+K+FqWpdVqRffu3cHj8TBw4EBoNBoUFBSgZV3HuH0AIlhcQKVScSIwKzg4mBNdmceNG4epU6di3rx5aNSoEcLCwqqtQ5KTk+MxDwtA38zefpuemGvN//5HT/a0aUPXZ6mIyeTokXGXEydO4J577qn9DvyN/HzgqaeArCw6TmbKFHrZCf/+KwcQgC1b6FZAe/fSCUwMn3xSf2E2crkcjRs3rp+D2SGRSNC0aVO/qLCq1+vd8rDMmTMHLVq0AJ/Ptw1pM5PFYoHVaq302rx5c++dgA8yZswYbNiwAa+88goAOlO3IYgVgAgWl+BK0G1QUBAnBMuTTz6JoKAgbN26FaWlpdDpdE4DIhkRc+nSJa9lWRkMdAmP994D4uKAwEBgzhwgIoIeGjp5EmjfHmjcmK5BduJE3cQKAGzYsAGbNm3yhPm+S2Eh/Uc/cIAO7gWASZOAH3+kK/gtXEhHOVeoImowJANoDYCOW4mIoHf1+efAkiW0d2X+/Po5BV97suYiWq0WoaGhLm9vMpnw/vvvk799HWjbti2USiX27duH0aNHs21OvcL+XdhH4MIPTCwWVzleXt+MGTMGY8aMcWnbimP4nkQspkvz//BD5fdEImDwYHrek9Vu9Xq9WxdpTyMWi9n3+s2fD3z/ffny+PHAhg30P+Sbb+iqfu+/D6xa5fCx7t3TAdBPgwsWANeu0XXhGDZsqAfb/6OqrCSC62g0GrdTtevzWrpkyRKkpKRUOqZAIIBAIMCVK1fwyiuvICAgAFKpFDKZzBajExwcbJuYTLSwsDAEBQWxnoJ///33Y1WF31ZDgAgWH4IJ9iWwx969e9HT3VQWD9O4cWNcv36dPTsUCmDgQGDfPnoeoPPEmzUrXwaA3bvpcTu7MZ+bN28AeA4AHVxbMcCW5fCsesOTqf5sYjAYbAG4rlDf16+UlBTs3Lmzkg1msxl6vd6W7cRMSqUSKpUKarUa+fn5yMjIsNVu0Wg00Ol00Ov1oCgKubm5SEhIqPK6XFxcjMjISPB4PMhkMpv4CQ0NtWWeMdlnUVFRiIiIQFBQULXefKPRiOPHj+OPP/7AMxVTJhsARLC4ABEJdSMlJcXBy8JkWOXl5aFVq1a22hlMumjPnj09lgbtab799lt89913rNrQsmVL3Lx5kz3BMmECcOiQ47rnngM2b6aHgRju3gX++QewS3nNzc2F0dgeq1bRpWFu3ADi4+nM6/qse8X2b/rq1aserffCFkxZBlfTt7ngqebxeLbMy/rwUlosFsjlcpSWltpS7+VyOUpKSnDr1i1b6r1arYbBYKiypkpeXh7uu+8+TJs2DStXruTE37K+IYLFx3DnS2o20ynAeXnAZ5/R9Ug6d6Yb5VY1NW1KZ+I4HObwYeC77+gys02bApMnAzdv0sMATZo4bkxRGDFyJIKDg21PHh07dqz0lENvSkEulyM/Px/5+fkoLCxESUkJpk+fjoMHD9bhr+QdrFYrzGYz691qW7dujVNMkRk2WL68smCZObN8vmNH4MoVwEkgttVqhUgkxIIFXraxBhQKBS5fvozExEQIBALbky7ztBsVFYUhQ4Z47X99/fp1tKlYstkHKS0txZQpU1weqlZW15XbTxEIBIiMjERkZGSd/ufvvvsulixZ0iCFCgMRLH7MjRvAW2/RgY0AHXBaVka3b3E2FRUBO3fSoQe267RSCTz8cPlOz5wBduyg5197zfGA/fsj79QpJIwahS+dCJSK8Hg8202iQ4cOAGgX89dff11l3EtQUJDtMxEREYiKisLw4cPrJePixx9/9Fo9CHdo0aIFdu3axZ4BXbsCHTrQOckPPABotcCFC/R7P/0EOOlnsm/fPmRnZ6OsrKx+ba2CsLAw3Lx5EwAdk1RQUIDCwkIUFBSguLgYu3btQlZWlvMqwh4gLS0N48aN88q+65PIyEj8+OOPbJvRIOjatStu377dYDKCnEEEi4/hjiubEeK//UZXdq2J7dvpRA+HhyW1unxeIqHTcqri1ClcAtD6xg2XbayIRCLBP//84/Q9q9WK0tJSmzemqKgIR44cQWZmZr10TN6zZw92MGKNRWJiYnD9+nX89ttvtvHw0NBQREREQCaTVZti7jEuXaK/G2FhtCsvNZVWuVVcTD///HM8++yzWMC2a8UJAQEBlYrPaTQaREVFee2YgwYNwooVK2zLVT01KxQKfPLJJ5xNo2/IT/v1TatWrZCdnU0EC8E/Ye5brrSZ2LmTjpEEKggW+6JNjFj58EM6mBIAwsNpt81/pADo2KlTrW2uDj6fb3PXMzDl1b2N1Wr9bziD/SaYEokEWq0WN2/etAUIMkGDFdPe7QMCK85X3M5qtdrW8/l8BAYGIigoCCEhIQgODkZERATCw8MRHR1t670TbrVCIBIBNfzPg4KCqi3SxjVu376NAQMGeG3/Q4cOxdChQ2vcbunSpSgsLPSaHXWF7VighsTt27fRrVs3ts1gFSJY/BhXBIvFQqeWMveSXr3oWiYO7NpFx6swMGIFALp0oXdQXAwASJ86FeMWL6678S7SvHlzfPXVVw6ej4CAADRu3BjNmzdH69at0b59e8THx9fpafD777/HkCFDPGFyncnOzkb37t0x34sFS0wmExQKhS1IsKysDKWlpcjOzsbVq1dtpem1Wq1DX6qKGRPMskql8pqt3iAnJwft2rVj2wxkZmb6VfNEQu1ISkrClStXXC4l4a8QweLHMKUCKgoWq7X8vYq0akXXL6m0EgDuu4+O3m3Zki4M9v339LDASy8BQ4cC/fqh+Mkn0aweK1M6qwejVCpx48YNpKam4tSpU9i2bRtSU1PxwgsvID4+HvHx8UhISKixQq89v/zyCyeGgwC6xL23K7SKRKJK3qzakpeXh8X1KGI9gcVi4UTasVKp9LnmfATPUVhYiG+//RYdOnTAokWL2DaHdYhg8WOq8rAcOOC4PHs2sHYtPb9tGz3i46A5unWjd2LvofjqK3pyAtvj2iEhIejZs6dD2u+pU6dw8+ZNXLhwwdbEjvEOMOTk5EAgEKB58+aIjo5GbGwsGjVqhISEBFAUxYnhIADIyMjwqXLlly5dQuvWrdk2wycpKSnBqlWrEBYWhsjISFucUnx8PCIiIljvKZWbm8vq8f2ZXbt2QS6XY9asWZwQz1yACBYX8NVx2qoES8U6T2vX0qEqzLXHaR0oHw+u69+/P/r371/tNvPmzcPUqVPRtGlTZGVlISsrC7m5ufjrr7849XRz584dnyrJff36dVsWGME9AgMD0bZtW5SWluLOnTu4dOkSbty4geDgYKjVapjNZpf2w+PxkJubi/j4eIf1fD4fEonEVt2ViVcKDQ21VXYNDw+3CaagoCCHBxJvNyasK2w/PNUWnU6HjIwMvOlO6/IGABEsLuCrX3pGsGzfTmedUhQ9mc2VGwPm5tIjP+npdTumr4o7gPawdOrUCXw+H/fccw9nMzNyc3M5EV/hKqmpqX6RwssGUqnUq+LUbDZDpVKhrKwMZWVlkMvlkMvlUCqVuHPnDq5cuQK1Wg2VSgWNRgPDf4H3zO88Ly/PaQmChIQErFmzxmt2u4JWq+WMV9RdmPo/JSUliLTvDtrAIYLFx3DHBRsZCbRuDezZQztI7CcAiImhxUtpKb28fHmFHVAUHUwbFeWyh8VXxR1AX4TrJSW4jmi1Wrf7t7BJSUkJmjRpwrYZbqFSqWw3Yh6Phy5duuBt+2BzP0EoFNrqGnkSb/YPc5Xi4mK32gZwjblz52LVqlVo3Lgxnn76abbN4QREsPgY7rhgZTJHL4pbnDsH9O5dvvz888AXX1T7EZPJxHpTsIaAL3qxfEEI2nPALtCrpKTEqxlZ1XH37l3s3bsX0dHRiImJQXx8PAIrpfERnCGXy9ltEFpHJBIJFi5ciI0bN+Ls2bPobX89bqAQwUIo59w54OJFYOrU8qIs7drRZfi//LJGwZKSkuJTT/4Vyc7Oxo8//oi4uDg0atQI8fHxlcbsCQ2PpKQktG3blpVjz507F+np6Th//jxKS0uhUCiQk5ODRx55hDUR5SuUlpbWSwVsb/Pyyy9j48aNCA8P96mhYG9ABIuP4ZWb599/A//+C8yaRS+npQE//ggkJgLr1wPR0UBoaI27uXjxotfTbb2JSCSCXC5HWloaiouLUVZWZhuzrwmpVGorrBYREYHg4GAkJCQgNjYW0dHRCA0NhVQqbZDix9fP+dKlS+jSpQsrx3Y2tLJ582biZXEBpVKJo0ePQqfT2Ty/06ZNQ9OmTVm2zH2ee+45fPnll0SwsG0AwT08Mhxw7BjtLbl6la5QWrEXyP/+B7RoAbz7Li1WAHq+BrKzs9GrV6+628cCRUVFaNWqFaZPn+72ZymKgkKhQG5uLgoLC1FYWAiVSoVz586hrKwMSqUSOp0ORqMRQOXiatUhFAoRFBRka0cfHh4OtX27BB/AF4ew7ElNTcWTTz7Jthk20tLSOGVPRfR6PYRC9m8tjzzyCOLj40FRFKxWK44ePYodO3bg9ddfZ9s0lzl69CiuXr0Kq9WKp556im1zWIf9bxWhfsnKAgYNKl++fLnyNmFhwMiR5eXW+Xxgzpwad3379m0899xzHjGzvrlw4UKtn154PB7CwsIQFhaGjh07etQug8GA0tJSFBYWori4GCUlJT4lACwWi897WORyOafSd7Ozsz3+PfMkRUVFnBiK4fP56NGjh205JycH2dnZLFrkHt9//z2aN2+O2bNns20KZyCCpaGRkACIxcB/T/sA6HShwkK6Jn/r1rSIWb++/P2vv3YpS8iXq3JevnyZNbd/dUgkElt1XoAWAHv27GHZKtfJyMhAbGws22bUCR6PxynRxZUqvFVRXFzMCcFSEaPRCLFYzLYZLiOXy2usHdXQIILFx6jzhVMopONV3nwTkMvp5e+/B+LjaVFCUfR6igLefx84fJgu2lJf9rHEzZs3fcI7dOfOHUQzw3Q+wJUrV9DGje9PfUBRlM9+T30BjUaDQ4cOQaVSISAgAIGBgQgMDIRUKsUzzzzj1S7YNdnlS2nO5DtaGSJYfAyPDAd07Ajs3ev8PR6P7sAMAG4WfvKloYqKqFQqnxACKSkpPlWW/8aNG5xKxzQajejSpYtb3rSUlBQvWuR/9O/fH8eOHbN1Emem/fv3Y8+ePXjppZdYsUutVvtUETZrdV1rGyhEsPgYRHV7B1/5u6alpXHOY1EdjRo1wr59+zB48GC2TQEAXL16FY8++ig+/vhjl7a3Wq2cKILma0RERCAiIsJhXUZGBmQymcv7+O2337B161YAwOzZs/HAAw/UySaNRuMzdVk0Go1PDV/VF0SwEAjwHe9QZmYmRowYwbYZLhMfH4+8vDy2zbBx6dIlt/oaWSwWTmS8+ANardateKbDhw9j6dKlyMzMxNatW0FRFCQSCSQSCTp27Oh2HI9Wq/UZwbJ//34MHz6cbTM4B/klEjxGUVER2ybUGl/xsBQVFaFFixZsm+EyV69eRScm24wDXL9+HZMmTXJr+0aNGnnRIvfw5f44arXaLcFAURQEAgH69euHf//9FydOnIDJZEJ2djbi4+Px0UcfuXV8X/GwyOVy3Lp1C+PHj2fbFM5BBAvBY8TExLBtQq3wFe8KQDer43KGSEVSU1MxceJEr+ybqa/hTjuIu3fvuiWgrly5wqliXVevXvXJwmeA+4LBYrFAIBAgJCQEb731lm19cXExxo0bh9GjR2Pq1KkuN9ZUKBScyljLysrC7t27IRaLHWozyWSyWtWDaggQweJj+NLN1VfIysqqNN5O8AzXrl3zmofi/fffx9mzZxESEuK0GB+TDWS/Pj093a3YgJs3b2LYsGEes7mupKSk+FQMkz1ardatdGfGw1KRqKgonDx5EmfOnMGsWbNw7NgxiMViiMViPPPMM1UO+ZWWluLll19GXl4eTp06VevzqCsWiwXffvstKIrC7NmzSf81NyCCxcfQaDR48803bWXeeTwe+Hy+bUiDx+NBIBCAz+eDz+fDaDQiKCgIAoEAQqHQ9mpfQZWpohocHIzAwEAEBAS4PUQil8ttLdF9jeTkZE49RfsT3iy4dvr0aXz//fdeze7q1q0bVq1ahbVr11a7HfM7DA4OxrPPPou+fft6xZ7U1FQ8+uijXtl3bcjKysLXX38NgUAAmUyGoKAghyk4OBghISEIDg6GUql0y8NSk/esT58++OWXX6DT6WAwGJCVlYWnn34aLVu2BOA4zEtRFNLS0pCSksJqEPW5c+dw9OhRTJ482Wc9ZWxCBIuPERgYiCeeeAI6nQ5Wq9U2AfSP0mKx2NZZLBZ8/PHHmDdvHkwmE8xmM8xmM4xGIzQaDfLz8x3SDvV6PQwGA0wmU4128Pl8yGQyREREICoqCnK5HHq93tZPKCIiwmc69F65cgX9+vVj2wy/xJsewdDQUK/X9Bg7dizGjh3r0rYGgwGXL1/Gli1bvCZYsrKy0LlzZ6/s2x3Gjh0LoVCI4OBgW5sA5joil8uRk5MDjUYDjUYDrVYLnU6HsrIyzKlQMdveA1Zx/tatWzXWTbHvXda5c2eMHDmyRtutVitKS0uRlJRkOwYzMeIqODgYYWFhkEqlHrmOaTQabNiwAffcc4/D8BbBPYhgcYH8/Hzs2LHDYR3j3bD3bNi/ApUv1hRFObipmQmg3YSM2LCfN5vNMJlMtunGjRvo1q2by27EH374AWPHjvW4eLBYLCgpKUFubi7y8vKQk5ODwMBA/PDDDygpKYFarbYd0/48KyIUChEQEICmTZsiJiYGsbGxiI+PR0JCAuLj4+slXiM9PR2zmMaPBNbQarVYsWKF7WYRERGByMhIREZGIioqCpGRkZUydrgULC2RSGA0Gr1a7dloNLqVGuwthEIhdu3axbYZtSIxMRHz58+HQCDAoEGDoNFoUFhYCK1WC7VaDZ1OZxNZrjY/zcvLs1WjpijK4W9z4cIF/PHHH5g1a5ZPBP1yGSJYXECr1aK0tLTSTdfes1FxvTMhw4gVZ+/x+XwIBALbJBaLbcM3YrEYIpEIIpEIDz30kFtjnmKxGFqt1uMVHgUCAWJiYhATE4OuXbvWej96vR5jx47Fs88+i7y8POTm5uLSpUsoKSlBWVkZzGazS/uRSCQ2b090dHQl4VNdZoVOp0M4UyyPw/hibYbbt29j4sSJtu9+cHAwIiMjHf5H8fHxaNKkCY4cOYKysjJ0794dZWVluHPnDi5fvgyFQgGlUgmNRuPQmyggIIDls6uMWCzG4cOHcePGDYf1IpHIoYEl09k7JiYGcXFxiI2NRVBQEKcEWFXcvXvXp7tFJyYmenVYiMnuycjIwK5du3Dvvfdi4cKFPvG/5TpEsLhAy5YtfTZqWyqVoqysDNeuXcNPP/2Etm3b4vnnn2fbLBtisRjBwcF1LgqlUqmQk5ODvLw85Ofn486dO7hw4QJKSkogl8urrRp57do1JCYmgqIoBAYGOggf5obC3FjZFAyZmZk+UY3XngsXLtjmLRYLCgsLkZubi9zcXBQUFODs2bO2po5JSUlYuXKlS259rtKjRw+cOXOm0nqdTmfr5F1UVITi4mJ8/vnnaNSoEUJCQqBQKKDX66vdd05ODiee0D/66CMsWLCAbTM4ze+//47i4mK8/vrrJKjWg7glWDZs2IANGzYgMzMTANCpUye88847tkJWGRkZeO2113Dq1CkYDAYMHz4cn332WbWpZEuWLMF7773nsK5du3aVnlC4AkUBffoA48fTDYy5/l185JFH8Oqrr6JJkybo2LEj/vnnH04Jljt37ngkDiE4OBjt27dH+/bta70PiqKgVCqRnZ2N/Px85OfnIzMzE+fPn0dpaSnS09Nx+PDhOttaW1JSUmwBhb6IQCCwCb/77ruv0vtPP/2038YSSaVSNGvWDM2aNbOtO3r0KNauXYuwsDCX9pGYmIidO3d6yULXKSkpQdu2bdk2g5MUFhaioKAAMpkMo0aNYtscv8MtwdK4cWMsX74cbdq0AUVR+Oabb/Doo4/i33//RfPmzfHwww/j3nvvxZ9//gkAWLx4MUaPHo2zZ89WG0PRqVMnHDlypNwoDleWTE0Fzp2jpxUrgEGDAKkUuOceoHt34MEH2bbQkTFjxmDMmDEA6FLXarWaZYscuXz5Mlq3bs22GQDooTkma8pZrQ62Czmlpqbi/vvvZ9UGb6LX6xEaGsq2GfWGTqdzWaxwic6dO9uGVH766SeWreEOR44cQUpKCo4cOeJzQ7e+glvKYPTo0Q7LH374ITZs2ICzZ88iJycHmZmZ+Pfff2259t988w3Cw8Px559/YsiQIVUbIRR6NVDNk9g7fgoLge3bHd8PDwfGjgW++ILuI8glrl+/7lZZ8vrg+vXrdYqBqS+USiXrMRMpKSm4ffs2zpw5g+DgYNvNvUmTJggLC7OJrfDwcEgkEp8bM/c1exsq77zzDgCQHkv/YTKZsG7dOnTv3h2vvvoq2+b4NbV2ZVgsFuzatQsajQZ9+vRBRkYGeDyeQ1ZHQEAA+Hw+Tp06Va1gSUtLQ0JCAgICAtCnTx8sW7as2hx1g8HgEL2tVCprexpu89hj5fMKBbBtG7BlC7BqFTBwIFBWBnz1Fb2Oa9ffW7duce4ik5GRgWeeeYZtM2rk8uXLrJbEv3btGoqKivDJJ59ALpdDLpdDoVAgIyMDxcXFts64TIaDyWSqNqWYEQeupB0nJCRgjZudu2sDKYpI8DXy8vKwadMmvPLKKz5b6duXcFuwXLlyBX369IFer0dQUBB+/vlndOzYEdHR0ZDJZFiwYAE++ugjUBSFN998ExaLpdrmZ7169cLXX3+Ndu3aIS8vD++99x4GDBiAq1evVhlgtmzZskpxL/VFdDTAtMwJDQVmzgQqhmB8+CHAxRIkJSUlaNKkCdtmOKBQKLxaXMxTpKSksFZcTi6X45VXXsGBAwfqPTuDoihMnz4dR44cqfahg+BdiouLvZrOTFEUNmzYAKFQiNDQUISEhOCee+5xqHNCcOTvv//GhQsXsGjRIk6HMfgTbt9W27Vrh4sXL+LcuXOYPn06pkyZgpSUFERHR2PXrl3Yt2+frYKqXC5H9+7dq41fGTFiBMaPH48uXbpg2LBh2L9/P+RyebXBZQsXLoRCobBNd+/edfc0as3p08Dly0DPnvTyunXAH3/Q3hUGLsej+UoxN66RlpbGShM/q9WKxx9/HN9++229ixWDwYABAwYgNzfX68N2Op2OjPtXw+XLl9GqVSuv7b+4uBi7d+9GYGAgSkpKcOnSJUyePBmJiYno06cP9uzZg6NHj+L8+fNIS0vz6UannuDYsWPIy8vD7NmziVipR9z+S4vFYluQ5H333Yfz589j7dq12LRpEx5++GGbi1ooFCIsLAxxcXFuZTaEhYWhbdu2SE9Pr3IbpsU4GzDxoWfOAOfPA2YzcOcOcOgQsGsX8NNPAOkK7n9kZ2ezEv8zceJELFq0yCG7pL7Iz89HQEAAAgIC8Morr9jWV1WdFKCf1MViMUJCQhAWFuZQAI5JFY+Li0NoaKiDeL58+TIr5+hJNmzYALFYjMjISFuNopiYGAQFBVV6UHC3lUVKSkqdMuBq4vbt2+jduzcmT55sW/fmm28CoBsuHjt2DDdu3LBVs9VoNHjxxRe9Zg+XycnJwbVr1zBz5ky2TWlw1FkaWq3WStUAmTTVP//8E4WFhbYsFVdQq9XIyMjA008/XVfTvAqfD/TqRc/36wc8+STwzTfs2kTwHnfv3q13kfz6669jyJAheOihh+r1uAzNmjVzyN5zFZ1Oh4KCAlu9kZKSEmRnZ+Py5csoKyuDUqm0tZbg8XiwWq3IyMjACy+84IWzqB+USiV2796NKVOmIDMzE0lJSbY4I4PBUCk+x2Aw4IknnnB5/2lpabj//vthtVq94iW9c+dOlUOznTt35kQ7AC6g0+nwxhtv4Ntvv2XblAaJW4Jl4cKFGDFiBJo2bQqVSoVt27bh+PHjOHToEABg69at6NChA6Kjo3HmzBnMnj0bc+fOdRj7Hzx4MMaOHWtTp6+99hpGjx6NZs2aITc3F++++y4EAgEmTZrkwdMkAPRTFNfwlUDL+o6z2bhxIwD45FOsVCpF8+bN0bx5c5c/8/7776Njx47eM8rLJCUl4YEHHvBaAHliYiI2b96M1atXV/rNOOtUzawHyr1eTCNCpuIu0/A0Li4OV69eRbdu3bxiu79gNpuxYsUKrF+/nhSDYwm3BEthYSGeeeYZ5OXlITQ0FF26dMGhQ4cwdOhQAHQr9oULF6K0tBTNmzfH22+/jblz5zrsgxkyYsjOzsakSZNQUlKC6Oho9O/fH2fPnuVURU9fuanWBJtZLs7QarU+E7dQn9+BY8eO4dixY5X6V/kzt2/fdhh28jUuXbqEe+65x2v779evX62L6lEUBa1Wi6KiIlvLC6YC9Lp169ChQweIxWIMtA/EI0AulyMtLQ23bt1CUVERtFotpk+f7pO1c/wFtwTLl19+We37y5cvx/Lly6vdhqmSy7C9YiETDkLqQ3iHy5cvu/UU3hDIzMzEhx9+iD/++INtU+oVjUbj9c7L3uTGjRsud3Wub3g8HmQyGWQyWaXf219//YU1a9ZwouQ/V1CpVNiwYQOio6PRqVMnDBo0CFFRUeQ+wAFIeDOBNS5dusS5QnZVUR8XK61WiylTpuDXX38l2Vw+RklJSbW1o7iK0WgkYsUOhUKBVatWYcGCBT7d4NFfIVfFBoLZbObcE8LNmzd9osqtXq/3+pg1k768ceNG4nL2Ubj2+/IXzp8/jz179uDkyZMwGo1eO05ZWRlWr16NhQsXErHCUYhgaSBcvXqVc0+Aubm5Xk3V9BQpKSleL7g3depUzJgxw2c8Tr4GRVF+E4vWUEhOTsbHH38MjUaDvn37Ijg4GOvXr8d3331Xbff12rJ27VosXLiQ9RYchKohQ0INhOTkZM5lYVitVp8ounT9+nWvNmh899130aVLFzzyyCNeO0ZDZ9KkSU5FS001ZZh6Ukw9mYiICERHRyM6OhoxMTGIjY1FUFAQ8a54mF27dgEAFixYYFsXHx+Pbt264fbt2/jggw/w9ttvu339sFqtyMnJQVpaGq5fvw6BQIBOnTrBarWibdu2rNX3IrgG9+8WBI9w/fp1PPnkk2yb4YCvPPH++uuvKCwsxJ9//gkejweBQAAejwc+nw8+n1/lvP26ip9hprt37yI4OJi1VhO+CEVRuHLlCqKjoxEREeHSTYbpfeYuOp0OhYWFtqm4uBgZGRk4f/48ysrKoFAoYDQaUVhY6PI+jx0DXn8dCAgAgoJcm/r2BSIi3Dbf57BYLPjss8/Qt29f9GTKiVegRYsWSExMxOHDhzFixAiX9qvX6/H7778jPT0d7du3R6tWrfDggw+CoihcvnwZFouFlNLwAYhgaSBkZ2ezUlrel/nhhx/w7bffYuzYsXj55ZdhtVphsVhsk9Vqhdlsdrq+qm3sX81mM+bNm4ezZ8+yfaqsolAokJSUhFmzZiE6OhqxsbG2KS4uDnFxcQ5VYZOTkzFjxgxb/zEm5sfey1HR42GxWGplm1QqRbNmzaqtwpuXl4fFixe7vM8//gDS0+lGqmo1PeXn06+lpfS8SARoteWfmTGDbgPir1itVvz888/IyMjA5MmTa6x71KFDBxw4cKBGwZKamorffvsNAQEBGD58OB5//PFK23Tv3r1OthPqDyJYasBXvAA1YbFYOFfzhKtu9P379+Ozzz7DgAEDcODAAVvGDuMVEYlEHjlOamoqSesG7f174okn8OKLL+Lu3bvIzc3FnTt3kJSUhLKyMpSVlcFsNoOiKPB4POh0OqxcuRIDBgxg23QAdNG4tm40EMvNBTp1Ar7+unyd1Qrcdx/AtEUzmYDZs4H33gOaNgX8NQbUYDDg22+/hUqlwqhRo5wKiqoIDQ1FWVkZwsPDK713+/Zt7N69Gy1btsScOXNI1p2fQARLDZjNZo/doAjlGI1GzgmWP/74A2vXrkXnzp3x22+/eT0zqGnTppDL5V49hi9w/fp1dOjQAa1atfJqgz9vceXKFbey3XJzgYoOhEaNaM+KPWvX0hMApKYCn30GREYC995LC566YjabWb2Rp6enY9u2bZg2bRri4+Pd/vyECROwYsUKvPTSSwgPD4fVasX169dx8uRJNGrUCHPnzvWJGDmC65D/Zg2YzWbypfcCN27c4Ezr+lu3buG1116DUCjE7t273WpKVxfmz59PGqiB7pPz2GOPsW1GrUlNTXWrD1JuLmAf/05R5WJFKgV0usqf+fVXemKIjgYuXKC9L7UlJyfHqXeiPrhz5w727t2LxYsX1/rBJSgoCAsWLMCBAwegVCrB5/PRtm1b0kHZjyH/1RrQ6/XkKdgLcCFrqbS0FK+++iosFgs2bdpU7+0grl27hvXr19frMbnInTt3WP8u1AW1Wu3Wd6eih2X69PL5S5eA+HigplpuRUVASUndBEt6ejprDw3Hjh3DtGnT6uxllclkbjWRJPg2ZGCvBoxGo0dT3XJycvDPP/9ApVJ5bJ814Y2aBXUlJSWFtWZrRqMR48aNw9SpU7Fo0SL8+OOPrPSuCgoKqvdjchGj0dhg/hZaLSCXOwqWTZvK59u2BV57rXz5iy/o10uXAIMBMBrpeBeKAur685FKpThy5AgeeOABJCUl1W1nbqJSqUiFXYLbEA9LDRiNRmzfvh0nT550WF9Td1RnlJSUoFGjRmjUqBHWrVsHnU4HHo9X6XP29SD0ej0kEgn4fD5atmyJ9u3bw2g0QiqVIk6tRst//kFCQgICoqOB8HBAJqMfvYxGYOpUQCZDampqrcaIvUlWVpZXm8U5g6IofPTRRzh16hRee+01DB48uF6PXxFS86HhkZdHv9oLlt278f/27jysibP7G/g3Adkh7IKAoELdKmJxBUVcqnVB3JcW9alabV3aSkVxV95WbbUuD/pT26dWq7VasW51r1XAuoCIFkEQqCiyhyVhhyTz/pGSStkCJJkknM915RImk5kzDsmc3HPf58bRo//c8jl+/J/nau40tW8PKLrPvJeXF27evImQkBCEhobC29sb8+fPpw6qRG1RwiKHoKAgTJgwQeX7LS4uRkVFBWxsbCASifDgwQPExcXB0NAQlZWViPr+e/zy4AEEenqorvnq9bplywAA/E6dILG3x7BhQXj0yABFRfoAbADYY8CADhg61AlbtthAR0d1H1QSiUSlnZmPHTuGo0ePIiAgAJcvX1bZfhtjamqK8+fPs/K3RRQnIyMD06ZNA4fDgZ6eHiZMmIDp06fXu25mpvTfyEggN1f6/cLCAli9GnB3B/7f/wPqa3xV5ryQgYGBiIiIwI4dOzBu3LgmhxQrgraMviSqRQlLE8RisdJHizTE1NRU1myqq6uLgQMHYuDAgf+scPCgtJpUXp7098pKaZtzXh4QEABER4MB8Oz5C6TPXoY53w5DUVE5gFIAOQBScP/+Hdy/z0dqajHi4h4hKSlJJcemqg+s8PBwbNu2Dd7e3rhy5YpajUxyc3NDRkYG22GQVrpz547s55KSEsydO7fBhMXcXPqWbW6dQGV+BJmYmGDs2LE4fPgw7OzslLejvzEMw9pnKtFslLA0gc2EpUnR0dJ/vbyALl2AyZOBCROAkydlz3FMTTGBeYpnIQ7w8vqnSfp1HTtKm6V9fHwwc+ZMTJo0Cfb29rC3t4eDg4NGTgSWkpKCFStWwNHREWfPnlW72y+LFy8Gn8/HTz/9xHYoRIG4XG6jc9H06iW9YyuRSEcDlZZKC8bV/Pv6z0lJgL5+6/uqyEsikWDmzJkwMDCAgYEBDA0NYWRkBGNjY9m/xsbGsLKyqlWw7fnz5zh37hx0dXXr3N6uqZ0jkUjg7OwMLy8vVFRUwMrKSjUHRbQKJSxNUOuEZdcuYPly4O5d6ePYsdrPp6VhwHRnPIuS/vrkjgAOECITDmD+7m8dHi7t6Hf+/HkwDIMpU6aAz+cjMTER+fn5KCgokHuG1Hbt2sHS0hJWVlayiqV2dnbo0KGDtJ/N3x/kym5dWblyJV69eoVvv/2Wlc608rC1tUVGRgaePn2KN998k+1wWFNRUaFVQ1AfP34sVzFALld6O8jYGLC1VX5c8ggLC4NEIkFJSQmEQiGKi4tRUlIi+7ekpASlpaUIDg7G6NGjweVyERUVhdjYWHz88cdN9n1JSUnBb7/9hrKyMgQEBKjoqIg20Z5PCiVSp9sItXz6KTBnjrTZRFcX+Owz4OJF6XPjxqHQzBlRfycr1shDHqSfjCLoYDc+hd6er/Do0V589dU1dO/eHeHh4a3qcFdaWoqsrKxajz///FOW+IhEItm6GRkZePvttyESiepNKgwMDMDj8WBhYQFLS0tYW1vLJp2ztraGvb19vX1gwsPDkZmZieOv91xUQ5s2bcKRI0cQEhKCkydPYu/evYiNjcWhQ4fYDk2l4uPj1W4W8daIj4/X6Bm3uVwuzMzMYGZm1uA6165dk31OREZG4rPPPpNr266urkqdRJRoP0pYVK2qStr1/949IDlZuszWVtrz7o8/pKUs5VVZCcyeDVy6JK3rHRoK/PyzbNxkwDjpapdOCDFmpjRZeeI8Dm++uIgV+BpfFduiXFSO8+fPK2RkgLGxcbM+lDZu3IgRI0bAx8en1nKGYVBSUoLs7Gzk5OQgLy8PfD4fDx8+RFxcHJKTk+Hq6iqbkycsLAyAtJ7Hpk2bcP369VYfiyr4+/vjxYsXGDNmDGxtbVFSUsJ2SCoXHx8PNzc3tsNQmKSkJK1vPXj9C5w2tY4R9Ud/bapUUSEtZflvubnSx7Jltcc0NuXLL6XJCgDExEj7snToAPzdkbPmqZdLvwIA/N5pPoY//w7PASw2NYXds3h89/33rA1jTEpKwpo1a+os53A4sg7H/76YXbx4EU+fPsWKv4tV1HRulEgkGDlyJO7cuaMxH6Lm5ubYsGGD7PeOHTtCIpG0qWGlSUlJGD9+PNthKEx6erpGt7A0l52dHdLT0+Hk5MR2KKQNaDufjOqgvprbr/vpJ0DeWWULC4GNG+suf+3++VfSPAWL+F8AADwvhgAA3gWwdfhwfH/kCKsXR7FY3OzOsGVlZbU6NQoEAkyfPh1Tp07FgQMH1LbPijzeeuutNpWsANJWMW3qwyORSNRuklFFEwqFOHv2LEJDQ/Hy5UuNfs8RzaIZX0VZprBOoidP1v59xgzgzBnpbaIa8vaX+fe4SD096fSu27bJFgUFAW5uACYBVROmgte9A1BZiTMrVmBiaCg66uig0s4O4j59cPbsWY1omSgvL68118/Vq1dZjEZx/vrrL1grs9iGmsrOzsbGjRthbm4u669kZWUFa2tr2NrawtbWttFRN2xLS0uDUCiUdTTXdk+ePMGwYcPg6ekJf39/9e3fR7SS+l+htMmPP9b+PTe3drLSo4d0+IA8AgOlU7mamADBwdJHPaOZJvpLky2982HSalVDhsBuxw7c69ULWLgQyMzERxMmIDIyEsOGDWvpkalMeXm5Vpb03rhxI4qLixEUFAQzMzOYm5vXuYhbWlrCxMQEBgYGWnOhMDMzw/z585GXl4f8/Hzk5+cjPT0dRUVFEAgEEAgEtTprl5eX48KFCyxGXNv7778PT09PCIVC2Siahmqw1CcvLw9du3aFmZmZrJP5v8+5lZUVjI2N1eILxZUrV7By5Uqt+fsjmoX9d0BbsmgRcPu29GdjY+DmzdrPv/ee/Nvq2FE6oUhjGEY6CUmNykrpv3p6wAcfAAsX4rSTE8rKyuDr6yv/vhVAKBS2qDZKeXk52rdvr4SI2FVcXIzQ0FDZRbuoqAiFhYVITEyUXbhLSkpQVVWF6upqAPVP5fBvOjo60NfXB4/Hg7m5OSwtLWUXQVtbW9nIK0NDQ1YuQrq6uujZs6fc648YMUKWEBgaGsLU1BQ8Hg+mpqYwMjKCmZkZnJ2d4eHhoZKZiK2trbFjx44Wv76srAz5+fng8/koKChAfn4+CgsL8eLFCwgEAiQnJ0NHR0dWy+TfXv8baAiXy4WhoSFMTExgamoqGwVU8zfx+t+FhYVFvbe04uLicO3aNfTp04eSFcIaSlhUyc/vn5+//lpakVYsBvbuBfh86egeRSkvB14v+HbvHjBggPTnqirg1i2cBrBfJML1w4dV/iF0+/btFs0l9O9bQtqCy+XCyclJ4Z0Xq6urUVxcjLy8POTm5oLP5yM/Px9PnjxBYWEhioqKIBQK8eLFC7lKstckRzo6OrVagl6/lWNjYwNbW1tYWloqvIbRjRs3AEgv1EKhUJbgFRQUoKSkBAKBAJGRkTh8+DDKy8uhp6eHY/+uT6QgirhVbGRkBCMjI6V2WhWJRLL/q8LCQtl5LyoqQkZGRq16K6WlpRDX04/OwcEBO3fupGSFsIoSFlXi8aTF3QICgA8//Ge5sTHg7S0d9aMo9+//8/NffwGdOkl/fm2k0gEAm7/6ipUPobt372L06NHNfl1lZSWMjY2VEBF77t69q7ShvTXF/CwtLdG1a1eFbbeyshJ8Ph+5ubmy2znZ2dl4+vSp7GJYWlra4EU9LS0NLi4uLW4t43A44PF44PF46Ny5c73rMAyDGTNmtGj78hAIBBpRBVpXV1f2N9BSX7H0OUHI6yhhaUJNaWmFee89wM4O2LcP+PNPaSfboUOl/UkUuZ+EBOm/Y8ZI67yIRMCrV8D69dLlgwfDhMuFN0s1I5KTk7G+JpZm0MYWlh9++EHu4lvqQl9fXzbzeHNlZGRg06ZN+Pbbb5UQWe39KPO2UFxcHJydnZW2fXXSr18/PHjwAH379mU7FNKGUcLShIbqYohEIhw/fhxCoRBisRjOzs7w8/OTrwl8xAjpQ5k+/FDaf+Wbb6Qdc2uYmAA7doAJDIRuMzoHKppYLG7R8E9tbGHJyclpUxVAY2Ji0K1bN6XvJykpCbGxsVi/fj3s7Oxko47s7Oxgb28PU1PTVn0ZefLkiUqOQx34+vpi6dKllLAQVlHC0oT6WljKysrw1Vdf4YMPPpB9w0xJScHnn3+OBQsWtOhbp8JxudLZnAMCgC1bgCtXgFmzgAMHADMzpCQnw1ZdJjFphoqKCq1LWNpaU3tcXFztWceVZNiwYTh79ixevHiB9PR05OTkICEhAQUFBSgsLETl353Qa25bCQQC+Pv7Y/HixXJt/9mzZ5g/f77S4lcnHA5H6+vLEPVHCUsT/p2wlJWV4csvv8SKFStqDa91dXXFunXrsG3bNvxHRwcOq1dLn7C3l5bdNzf/52FqKp3zZ8wYaVLRjAsWwzB4/PgxBAIBevfuDXNz88ZfMGQIcPlyncXh4eHo16+f3PtVF5WVlTB5vcVIw925cwdvvPEG22Go1LNnz7BkyRKl74fL5com3hw0aFCT6x89ehTlTRV3fE1WVlabOndtqRWQqKe2VVazBSQSCTgcDp4+fYpDhw5h165ddZKVGjo6OggODsbhnBzk1CwUiYBRo6RTIuvpScvmHzwo7U/y7bdAerrcsWRlZSEkJARFRUWwsLDAqVOnWjzJ3/379zFC2belGlBUVNTifihVVVVa1YflyJEjWLBgAdthqFRZWVnTiTYLEhIS0KdPH7nXb+ltTUJIy1ALSxOsrKxw6tQpeHt7Y9q0aU0WLdPR0cGq7duxRSTC+L170SsvD+0yMoB+/QBLS2kH2B9/BFxdpSN2ajrtjRgB/PYbxGIxkpKSYGtrW6vyaXp6On744QesXbtWVkDK3d0df/zxBy5cuAC/14dMy6GoqIi1+T8iIiLg7u7eotdq20WCz+ejS5cubIdBIB251NK/y7bg9QJ+hLCBEpYmdOjQASEhIc16ja6uLtbt2YPbLi449MsvqHj4EHpnzmCeSIQGS6UlJiIzMxPffPMNhgwZgpiYGOTl5cHAwADV1dUwNzdHcHBwnU693t7eCA0NbdnBseT+/fstnvCOYRitmW9HYVM+EIUQiUQtKmbYFly+fLlN3f4i6okSFiXhcrnw+ewz+Pw9XDXv5UvsOnAA/Xv1wjBdXXC++AJ4/BgVAGIBxDo5QXz6NNatW6cWJbiVKSUlRSP7zyhaREQEevTowXYYpIW0rbM0wzDYu3cvAOlM4u7u7nj16hWePHkCLy8vDBkyhOUISVun3VdGNWLTsSOCt2zBvXv3EBoVBZ0pUyBp1w76nTqhz4wZWODn1+JbHc394CwrK0O7du1atC9FkEgkLU7KtKlV4tixY1i3bh3bYahUTZ8wTadNf4c1aioYL168GHw+HwkJCejatSvGjRvHdmiEAKCEReUGDhz4z5DOFhROq0+7du1QVFQkd0fGmzdvwsPDQyH7Ji2Xn5/fZgqP1UhMTFSPYf+t9PLlS1hZWbEdhkJxuVwUFxcDkM6R5OPjw3JEhNRGCYsWmDFjBhwcHHDw4EEMGDAAPB4PlpaWDbZiREZGYsqUKSqOsm3KyMjAH3/8gZiYGDx//rzWMPmysrIGZ/bl8/kICQnB4MGDVRmu0j18+BDdu3dnO4w6Kisrm9Xq9/jxY60c5jtgwAD89ttvGDlyJNuhEFJHsxKW/fv3Y//+/UhLSwMA9OzZExs2bMCYMWMAAKmpqVixYgVu376NyspKvPPOOwgNDW1yvpB9+/Zh+/btyM7ORu/evREaGor+/fu37IjaIHNzc5SWliIrKwt//vmnbKIzsVgMiUQChmFgZWWFCRMmwNTUFKmpqfD09GQl1ry8PK2qoyKRSJCYmIjIyEg8fPgQ+fn5KC8vR3V1tWw2XA8PD0yfPh0eHh5yTwZYXFyM/v37Y9GiRfj000+VexAqFBcXh4kTJ7IdRh2PHj2CgYGB3C2VCQkJ6N27t/IDUzFfX1+cPXsW+/btw4IFC6gTMlErzUpYHB0dsW3bNri5uYFhGBw5cgT+/v6IjY2Fi4sLRo0ahd69e+P3338HAKxfvx5+fn64d+9egyM7Tp48icDAQBw4cAADBgzA7t27MXr0aNnQXiI/e3t72Nvb1/tcXl4efvjhB3A4HBQUFLA20ubWrVt46623WNl3SzEMg+fPnyMiIgJRUVHIy8uTPcfhcGBvb49+/fphzZo16Nixo0L6aJiamiIhIQF79+7F6NGjERYW1uSQek1QWlqqlhfBhw8fIjMzE5988gnKysrqPYevL4uNjcWtW7dUGKFUWVkZTp8+DaFQCIZhYGdnh8mTJyv0/Txx4kTk5eVh586dGDp0KLy8vBS2bUJag8O0sveYpaUltm/fDicnJ4wZMwaFhYUwMzMDIC11bWFhgWvXrjXYxDhgwAD069dP1jtdIpHAyckJy5YtQ3BwsFwxCIVC8Hg8CAQC2b5J/QQCAf7zn/9g69atrMyD8tlnn2HOnDkt/nY6c+ZMMAyjsE6PHA4HycnJ9Tbv1+yDw+HA2toanp6e8PX1VXndlNjYWISEhMDc3BxTpkyBr6+vxrZSzZkzB6GhoeDxeGyHUktQUBBmzZoldzI9depUfPfddzA1NVVZ8s8wDDZv3oylS5fKajQlJycjLCwMwcHBSunMfOTIEfTv318tb+MR7dCc63eL+7CIxWKcOnUKpaWlGDRoEFJTU8HhcGp9ezIwMACXy8Xt27frTViqqqoQExOD1TVl7CHt+DVy5EjcvXu3wX1XVlbK5gEBpAdM5MPj8fDLL79g+/btsLS0VHkrVnp6Onr16tXi1584cUKB0QAFBQVYvnw5jhw5otDtKlKfPn1w5swZeHt748GDBzh8+DDS09Oxc+dOeHt7sx1es1RUVKhdsgIA165dw+effy73+rNnz8ayZctQUVHRohnduVwuTE1NYWZmBjMzM/B4PFhYWMDCwgKWlpZwcnKq0yH73r17ePvtt2sVlHRzc8PEiRNx7tw5pdxqmzNnDnbv3k0JC1ELzU5Y4uLiMGjQIFRUVMDExARnzpxBjx49YGNjA2NjY6xatQpbtmwBwzAIDg6GWCxGVlZWvdvi8/kQi8V1+ri0b98eiYmJDcawdetWbN68ubmhk79xOBx8+umnCA0NxWd/14lRFXUr/Pbnn39qTKVZR0dHbNq0CYD01kCfPn0wcuRIhISEaN2IFVXr0qVLs25V+fv7w9/fv8X7q66uBp/PR35+PvLz81FYWIjCwkKkpKRAKBTi119/xYMHD2Trl5aW4vr161hfz8jC7t2745dffoGFhQUyMzNRVFSEXr16wdvbu9WtLocPH5ZrHiZCVKHZCUvXrl3x6NEjCAQChIWFYe7cuQgPD0ePHj1w6tQpfPTRR/jvf/8LLpcra2JV9AVq9erVCAwMlP0uFApZKzOvqfT09KCrq9uib4faJCEhQSMreBoZGSEpKQl3797F3Llz8euvv7IdkkaTtzO0orRr167RPmcJCQkAgNzcXISFhUEikWDZsmUNvlfnz5+PvLw8vPnmm+DxeIiJiUFISAjWrFnT4ppL+fn54HK5KplZmxB5NDth0dPTk93v9/T0RHR0NPbs2YODBw9i1KhRSE1NBZ/Ph66uLszNzWFnZ4fOnTvXuy1ra2vo6OggJyen1vKcnBzY2dk1GIO+vr5adtzTNO3btwefz4eNjQ3bobAmNTVVY+pN1Ndvx83NjdUigEQ5qqqqsH37dtjb22POnDlN9lmys7Or9Zk5YMAAuLi4YOfOnVi5cmWLvpQ8ePCAtdGEhNSn1U0fEomkVn8SQJqImJub4/fff0dubi4mTJhQ72v19PTg6emJGzdu1NrejRs3qBlSBXx8fHD58mWV7S8tLU3tbl1kZGSga9eubIfRYgYGBnj48CFevXolG1ItkUjYDqteIpGoTbfmNce9e/ewcOFCBAQEtLiDdfv27TF+/HicPHmyRa9PSkrCm2++2aLXEqIMzWphWb16NcaMGYOOHTuiuLgYx48fx61bt3D16lUAwPfff4/u3bvDxsYGd+/exSeffILly5fXuiCMGDECkyZNwtKlSwEAgYGBmDt3Lvr27Yv+/ftj9+7dKC0txfvvv6/AwyT16dChA4qLi5GZmYkOHToofX+3bt1SuzmEJBKJRrdQmJiYYMWKFfj8889RVVWFqqoqiEQi2UgqeROE19fNzMyU3aqouZ1bXl4OfX192To1rT0GBgYwNTWVdSCtqT1T87C2toa1tTUsLCzw7NmzBm+BsKm5ReOULSYmBvPmzVNI5+SePXsiIiICWVlZzf6/b9++PR48eIC+ffu2Og5CFKFZ79Lc3FzMmTMHWVlZ4PF4cHd3x9WrV/H2228DkGbkq1evRkFBAVxcXLB27VosX7681jZqbhnVmDFjBvLy8rBhwwZkZ2fDw8MDV65cabLYHFGMDz/8ENu2bcOsWbMavHWnKFFRUSrv5KtNGuoLtmzZMhVHIsUwDEpLS+t0HC0qKkJ2djaKioogFApRXFyM0tJSVFVV1VvdVygU4sqVK6wcAyAtGufi4sLa/l9XWlqKGzduYMuWLQrb5gcffIAvvvgCa9eurTcxKy0txYEDB6Cvr4+qqiq8//77sLCwwIwZM3D8+HHk5uZi7NixCouHkBZjtIBAIGAAMAKBgO1QNJJYLGb++9//MrGxsUrdz9SpUxmJRKLUfTTXtGnT2A5BbtOnT2c7BKVg+xzs27eP+emnn1iNocaJEyeY9PR0hW83PT2d+fHHH+ssLysrYzZs2CD77CwvL2e2bt3KREZGytY5d+4cc/XqVYXHRAjDNO/6rT7jSwlruFwuli1bhujoaERFRSl1X9SHgaibuLg4tRgJk5aWhuzsbDg6Oip0uwzD4Pz58/X21bp69SrmzZsnK9hlYGCA4OBgSCQS7N69G6GhoXjy5AlNlULUgvrcuCWs++CDD7B79244OTmpZV8Dop0YBVUtbik+n8/6rNnZ2dn46aef5K7uLS+xWIx58+Zh48aN9d7yLSsrq7dTr4+Pj8aMniNtB7WwkFqWLl2KgwcPyqaZVxS2L0r1KSoqgqGhIdthtGlisVgtCgmy2fIXFxeHTz75BEFBQQqPY8uWLViyZEm9yYpEIsFff/0FS0tLhe6TEGVh/5OCqBVdXV2sXLkS33zzjUK3+/TpU5WMRGqOuLg41r9ZN4c23k5Tx6Huqnbz5k2cPHlS4SOVGIZBSUkJevToUee57OxsfP7555g7d65W/l0R7US3hEgdRkZGCi/MFxkZqXZDmp8+fapRVW7VsZWqtcLDw9Xu70LVKisrlVJxmsPhYP369di3bx/c3NwwduxYpKSkyEZhrly5EgYGBgrdJyHKRC0spF6K/vCMiYlRu3viycnJVBiLZffv38ewYcNY2786FLPr2bMnkpOTlbJtExMTrFq1Cn369MHRo0fx6tUrBAYGYvbs2ZSsEI1DLSxEJQoLC9GxY0e2w6jl1atXNAsty/T19REZGQmBQID27dvDxsamVfP6VFRUQE9PT+5+MepwW9DAwABVVVVK3UenTp3wwQcfKHUfhCgbJSykzRKLxTQnFctWrVqFI0eO4M8//0RRURGKi4tlVXrr83pVZoZhoK+vDwsLC1hZWcHKygoHDx5Ez549m7x9ZmxsDHt7e7x8+RLvvPOOwo+rORISEjB06FBWYyBEE1DCQuqljf0lNJ02nhMHBwesWbNG7vWnT5+On3/+GcA/lXazsrKQnZ2N7OxsODs7Nzl3DsMwyM/Px/Pnz/HixQv4+fm16hha48WLF5BIJCqfLZoQTUQJC6mXubl5i+YfqY+6Tsanadjua6FuOBwOTExM4ObmBjc3N6SmpuLWrVtyva5mjiO2OvxKJBJcu3YNycnJsnnVCCGNo4SF1GvatGnYunUr1q5d2+rJAdVxSDPRPPn5+TA2Nm7w+aioKPTs2VOFETUPwzA4e/Ys0tPTIZFI4OPjw/rtKEI0CSUspF76+vpYvHgxtm/fjjfffBMeHh5wdHRsUZGviIgIDBgwQAlRkrYkJiam0WHojx8/xpQpU1QYkfyePXuGU6dOwd/fH5MmTWI7HEI0EiUspEG2trZYs2YNUlJS8PjxY1y8eBFisVj2fKdOndC7d+8m5z6JiYlBSEiIssNtluLiYo3rcKuNfViaIzY2Fh4eHg0+n5aW1ujzbLl58yZevXqFNWvW0G09QlqBEhbSJFdXV7i6utZaJpFIkJaWhqioKISFhYHD4aBXr14YNmxYnQ9lgUBQ65YQwzB4+fIl7t27h5ycHHA4HPD5fIjFYlhbW8PPzw9dunRR6jE9efKE9eGspHkSEhIaHZpbVVWlFmX+/+3Ro0dYvnw522EQovEoYSEtwuVy0blzZ9kcJRKJBBcuXEBoaKjseWNjY/B4PGRmZuLixYtIS0uTdcB1dnaGr68v2rdvX2u7YrEYZ8+exWeffYaNGzfCzc2t3snZWis+Ph5ubm4K364ytfVv5+Xl5Y3OezN69Gi89957TXbyFovF2LdvH+zs7BQdYr1EIhHEYjGNBCKklTiMFrQzC4VC8Hg8CAQC2TTphF0Mw6CsrAwCgQAVFRXgcDhwcnKSe76U4uJiPH78GCkpKSgpKZEtNzExwZgxY+okOs0VHByMqVOnom/fvq3ajirNmDGjySG72szHxwcRERGt3k5gYCDmzZunsirHGRkZOH78OHr16kWdbAn5l+Zcv6mFhSgFh8OBsbFxo6M6GmNqaorBgwdj8ODBtZYXFRXh3LlzqK6uxoIFC1oc36tXr+qdFE6dqdN3C5FIhOjoaMTGxsr6NeXn52PAgAEYM2aMQvZx584dREREwMbGBjY2NgprEcnMzES3bt0Usi15ODg4ICgoCNevX8eNGzcwYsQIle2bEG1CCQvRKObm5pg7dy7u3LmDmzdvtngemqqqKhgZGSk4Ou2XlpaGc+fOgcPhYODAgVi4cGGtVrPw8HBcvHgR48aNa/W+du7ciYULFyInJwfJycnYsGFDq7cJABYWFnj33XchkUgQFhamkG3K4+2338b69espYSGkhShhIRrJy8sLe/bsYXXiPG1UWlqKu3fvIiMjA8bGxnBxcYGjoyPi4uLw6NEjuLi44KOPPoKenl69rx86dKisH1NrcblcjBo1SiHbet3+/fsBSKvmqtrnn3+O+fPnw8XFReX7JkTTqV+XekLkZGBgoLRZbtuizMxMfP311+jQoQMmTZqEwYMHQyQS4fbt27CxsUFQUBCmTZvWYLICSG9btfXOwY1ZsGCBXNV4CSF1UQsL0VgLFy7EyZMncf78eVhbW6N3797o1asXjcZoAYZh8L///Q9r166V/f+ZmZk1u99IamoqOnXqpIwQtcI333yDPXv2sB0GIRqJEhaisTgcDmbOnAlAWuvl8ePH2Lt3L+zs7DBjxgyl7DM3NxcRERHIysqq1ZIgFovh4OCACRMmNNoCoY7EYjG+/vprzJ49u9XJ3t27dxXSf6WiokLuEWWapLq6mhJqQlpI+z4RSJvE4/Hg4+MDHx8fHD16FNnZ2Q22Dsg72iYjIwMCgQBRUVEQCoUAABsbG/j4+MDBwaHO+i9evMCePXvQt29fjehbw+fzcerUKZSXlyMgIEAh8z0VFRXB3Ny81ds5f/48PD09W72dhpSVlbV6jqyWOHfuHCZMmKDy/RKiDShhIVpn7NixuHTpEmbPnl3v8+np6bCysmrw9fHx8fj111/RuXNn8Hg8TJo0CTwer8n9Ojs7IygoCNeuXcP27dvh6+sLd3d3tZoCIDo6Gvfu3QPDMODxeJg9e7ZCC/NNmDABu3btQmBgoFx9WRYuXIiioqI6yzMyMpTa10MikUAgEMjd8ZbL5cLLywsff/xxq/abk5PT5FQWhJD6UcJCtI6VlRX4fH6DzycnJ9fbQgJIby1dvHgRq1atavH+R40aBV9fXzx48ACHDh2CRCKp1apjaGgIFxcXdOrUCc7Oziq7RfDjjz+Cx+NhyZIlSith7+zsjHfeeQenT5/G1KlTm1xfIBDg559/VkosjTExMcGvv/4q9/pVVVWYOXNmqxMWHx8f3Lx5EyNHjmzVdghpiyhhIVqpS5cuOHPmDEaNGlWneN3Lly/h5ORU7+t+++03vPvuu63ev56eHry8vODl5VXnubKyMrx48QKJiYm4fPkyKioq0Lt3b4wYMUJpI2wePHgAS0tLhRV1a0zPnj1x7do1udZVp2J4jdHT01NIn5pevXph+/btlLAQ0gKUsBCtNGHCBCQmJuLkyZMoLy8HIL04tmvXDi9evMDw4cPrfV16ejqmTJmi1NiMjIzQvXt3dO/eXbbs0aNH+Oqrr/DGG2/A399f4S0gERER+PTTTxW6zcYIBAK55s+prKxUUUSto6jEisPhoGPHjkhLS6NaLIQ0EyUsRGt169atTgn2oqIifP/997h//z5SU1MxZswYdOzYEYC0iqsyJlqUh4eHBzw8PJCYmIjNmzdjzZo1Cuv7cuvWLbzxxhsqncnYwcFBrhExjo6OuH37dp0pGNRNbm4uTE1NFbItPz8/HD9+vNGZpwkhdVHCQtoUc3NzLF++HIC0quuVK1dw5swZcLlcWFhY4P3332c1vm7dumHhwoU4c+aMbMh2DZFIhB9//BG5ubnQ1dWFWCyGjY0NxowZI5vFmGEYWfG2kpISnDhxAmZmZkob5t0QS0tLFBQUNDnyaMeOHZg2bVqz+pOwITExUZbYtpaxsTHKysoUsi1C2hJKWEibZWxsrPTbPy3h4OCAzMzMWsuqq6thZmaG4cOHw97eXrY8NzcX58+fl81ozeFwwOFwwDAMDAwMMHHiRNjY2Kg0fkDajyUuLq7JhMXQ0BCenp44duwYAgICVBRd8z179gydO3dmOwxC2jRKWAhRQ25ubjh69CgmT56MwsJCfPfdd/jyyy/Rvn37WuvZ2triP//5DztBNqJr1664cOECRo8e3eS6mzdvxsiRIzFt2jS1GgL+urS0NPj5+cm1rkgkQnFxMSwsLOp9Pjo6usFRaoSQhlHCQoga8vPzw8uXL3HixAno6+tj3bp1GlUhlcPhoFu3brh79y4GDRpU7zpisRhhYWE4ffo0qqqqkJSUBHd3dxVHKp/09PQ6/aH+7cKFC0hOToaRkREiIyPh6uoKKysrcLlc2eivyspKuLm5yTXkmxBSG4fRlHGFjRAKheDxeBAIBDAzM2M7HELI306cOIGqqioEBASAy+WioKAA+/fvR0xMDDgcDoYMGYJFixbB0NCQ7VAbtXv3bty5c6fWsppbbxKJBOXl5VizZg28vb1ZipAQzdSc6zclLIQQpUpNTcXPP/+Mq1evws7ODgEBARg7dqxKRy0p0969e9GjR48Gh8oTQhpGCQshRO2kpqbi4sWLkEgk0NfXl41oAoB27dpBV1cX3bp1w6BBg5RWQE8ZfvnlFwwcOFAhczER0tY05/pNfVgIISrRpUsXWWl7kUgELpcra2Wprq6GSCRCbGwsduzYAUdHR0yePFltO+G+rqCgQCETPhJCGtesNtn9+/fD3d0dZmZmMDMzw6BBg3D58mXZ89nZ2Zg9ezbs7OxgbGyMt956C6dPn250m5s2bZINxax5NNW5jRCi2XR1dWvdEmrXrh0MDQ3h5eWFoKAgDB48GPPnz8fDhw9ZjFI+ZWVlMDIyYjsMQrResxIWR0dHbNu2DTExMXjw4AGGDx8Of39/xMfHAwDmzJmDpKQknD9/HnFxcZg8eTKmT5+O2NjYRrfbs2dPZGVlyR63b99u+RERQjSek5MTjh07hvDwcOTl5bEdToNKS0s16vYVIZqsWQmLn58fxo4dCzc3N7zxxhv44osvYGJignv37gEA7ty5g2XLlqF///7o3Lkz1q1bB3Nzc8TExDS6XV1dXdjZ2cke1tbWLT8iQojWWLJkCfbu3Yvi4mK2Q6nXpUuX1LL4ICHaqMXd9MViMU6cOIHS0lJZnQUvLy+cPHkSBQUFkEgkOHHiBCoqKuDr69votpKTk9GhQwd07twZ7733Hl6+fNno+pWVlRAKhbUehBDto6enh1WrVmHHjh1q+T7Pz8+Hra0t22EQ0iY0O2GJi4uDiYkJ9PX18eGHH+LMmTPo0aMHAODnn39GdXU1rKysoK+vj0WLFuHMmTNwdXVtcHsDBgzA4cOHceXKFezfvx/Pnz/HkCFDGv1GtXXrVvB4PNnDycmpuYdBCNEQRkZGWLVqFXbt2oWUlBS2w6mlqqpKowr6EaLJmj2suaqqCi9fvoRAIEBYWBj+97//ITw8HD169MCyZcsQFRWFLVu2wNraGmfPnsWuXbsQGRmJXr16ybX9oqIiODs7Y+fOnZg/f36961RWVtaall4oFMLJyYmGNROixWpabbOysuDr6wtPT09W46mursauXbuwcuVKVuMgRJOptA7LyJEj0aVLF6xcuRKurq548uQJevbsWet5V1dXHDhwQO5t9uvXDyNHjsTWrVvlWp/qsBDSdjAMg/DwcERHR8PDwwNvv/02K3HcunUL5ubm8PDwYGX/hGiD5ly/W11qUiKRoLKyUjZd+r+rV+ro6EAikci9vZKSEqSmptaakZYQQmpwOBz4+voiKCgIAoEAcXFxrMQRGxurtnMfEaKNmpWwrF69GhEREUhLS0NcXBxWr16NW7du4b333kO3bt3g6uqKRYsWISoqCqmpqfj6669x/fp1TJw4UbaNESNGYO/evbLfV6xYgfDwcKSlpeHOnTuYNGkSdHR0MGvWLIUdJCFEO02ZMgU3b95U+X4TEhJgZ2enNdMLEKIJmlXpNjc3F3PmzEFWVhZ4PB7c3d1x9epVWZPspUuXEBwcDD8/P5SUlMDV1RVHjhzB2LFjZdtITU0Fn8+X/f7q1SvMmjUL+fn5sLGxweDBg3Hv3j3Y2Ngo6BAJIdqKw+EoPGmomczQ2NhYtqyqqgo5OTlITk5GfHw8dHR08NFHHyl0v4SQxtFcQoQQjfbdd99h2rRpLX7vMwyDlJQUREREoKSkBFwuF4aGhigrK5MlQ3p6erCzs0Pnzp3RrVs36OrSrCaEKALNJUQIaTMmT56Mn376CYsWLZJr/ZKSEty+fRvJycmyZV26dMH06dNhamqqrDAJIa1ECQshRKNZWFjA0tIShw4dwsyZM+vM61NRUYHo6Gg8evQIEokEJiYmGDJkCEaPHk1l9QnRIHRLiBCiFTIzM/Hrr7+iqqqq1nI9PT307dsXHh4e1EmWEDWj0jos6oASFkIIIUTzqLQOCyGEEEKIslHCQgghhBC1RwkLIYQQQtQeJSyEEEIIUXuUsBBCCCFE7VHCQgghhBC1RwkLIYQQQtQeJSyEEEIIUXuUsBBCCCFE7VHCQgghhBC1RwkLIYQQQtQeJSyEEEIIUXuUsBBCCCFE7VHCQgghhBC1p8t2AIrAMAwA6TTVhBBCCNEMNdftmut4Y7QiYSkuLgYAODk5sRwJIYQQQpqruLgYPB6v0XU4jDxpjZqTSCTIzMyEqakpOBwOhEIhnJyckJ6eDjMzM7bDI/Wgc6T+6BypPzpH6o3OT9MYhkFxcTE6dOgALrfxXipa0cLC5XLh6OhYZ7mZmRn9kag5Okfqj86R+qNzpN7o/DSuqZaVGtTplhBCCCFqjxIWQgghhKg9rUxY9PX1sXHjRujr67MdCmkAnSP1R+dI/dE5Um90fhRLKzrdEkIIIUS7aWULCyGEEEK0CyUshBBCCFF7lLAQQgghRO1RwkIIIYQQtad1CcuzZ8/g7+8Pa2trmJmZYfDgwbh582atdTgcTp3HiRMnWIq47ZHnHNXIz8+Ho6MjOBwOioqKVBtoG9bUOcrPz8c777yDDh06QF9fH05OTli6dCnN56UiTZ2fx48fY9asWXBycoKhoSG6d++OPXv2sBhx2yPP59zHH38MT09P6Ovrw8PDg51ANYjWJSzjx4+HSCTC77//jpiYGPTu3Rvjx49HdnZ2rfW+//57ZGVlyR4TJ05kJ+A2SN5zBADz58+Hu7s7C1G2bU2dIy6XC39/f5w/fx7Pnj3D4cOH8dtvv+HDDz9kOfK2oanzExMTA1tbWxw7dgzx8fFYu3YtVq9ejb1797Icedsh7+fcvHnzMGPGDJai1DCMFsnLy2MAMBEREbJlQqGQAcBcv35dtgwAc+bMGRYiJPKeI4ZhmP/7v/9jhg4dyty4cYMBwBQWFqo42rapOefodXv27GEcHR1VEWKb1tLzs3jxYmbYsGGqCLHNa+452rhxI9O7d28VRqiZtKqFxcrKCl27dsUPP/yA0tJSiEQiHDx4ELa2tvD09Ky17pIlS2BtbY3+/fvj0KFDck1tTVpP3nOUkJCAkJAQ/PDDD01OiEUUqznvoxqZmZn45ZdfMHToUBVH2/a05PwAgEAggKWlpQojbbtaeo5IE9jOmBQtPT2d8fT0ZDgcDqOjo8PY29szDx8+rLVOSEgIc/v2bebhw4fMtm3bGH19fWbPnj0sRdz2NHWOKioqGHd3d+bo0aMMwzDMzZs3qYVFxeR5HzEMw8ycOZMxNDRkADB+fn5MeXk5C9G2PfKenxp//PEHo6ury1y9elWFUbZtzTlH1MIiH4346hocHFxvR9nXH4mJiWAYBkuWLIGtrS0iIyMRFRWFiRMnws/PD1lZWbLtrV+/Ht7e3ujTpw9WrVqFlStXYvv27SweoeZT5DlavXo1unfvjoCAAJaPSrso+n0EALt27cLDhw9x7tw5pKamIjAwkKWj03zKOD8A8OTJE/j7+2Pjxo0YNWoUC0emPZR1joh8NKI0f15eHvLz8xtdp3PnzoiMjMSoUaNQWFhYaypvNzc3zJ8/H8HBwfW+9uLFixg/fjwqKipozocWUuQ58vDwQFxcHDgcDgCAYRhIJBLo6Ohg7dq12Lx5s1KPRVsp+310+/ZtDBkyBJmZmbC3t1do7G2BMs5PQkIChg0bhgULFuCLL75QWuxthbLeQ5s2bcLZs2fx6NEjZYStNXTZDkAeNjY2sLGxaXK9srIyAKjT54HL5UIikTT4ukePHsHCwoKSlVZQ5Dk6ffo0ysvLZc9FR0dj3rx5iIyMRJcuXRQYddui7PdRzXOVlZWtiLLtUvT5iY+Px/DhwzF37lxKVhRE2e8h0jiNSFjkNWjQIFhYWGDu3LnYsGEDDA0N8e233+L58+cYN24cAODChQvIycnBwIEDYWBggOvXr2PLli1YsWIFy9G3DfKco38nJXw+HwDQvXt3mJubqzrkNkeec3Tp0iXk5OSgX79+MDExQXx8PIKCguDt7Q0XFxd2D0DLyXN+njx5guHDh2P06NEIDAyUDaXV0dGR64JLWkeecwQAKSkpKCkpQXZ2NsrLy2UtLD169ICenh5L0asx9rrPKEd0dDQzatQoxtLSkjE1NWUGDhzIXLp0Sfb85cuXGQ8PD8bExIQxNjZmevfuzRw4cIARi8UsRt22NHWO/o063apeU+fo999/ZwYNGsTweDzGwMCAcXNzY1atWkXnSEWaOj8bN25kANR5ODs7sxd0GyPP59zQoUPrPU/Pnz9nJ2g1pxF9WAghhBDStmnEKCFCCCGEtG2UsBBCCCFE7VHCQgghhBC1RwkLIYQQQtQeJSyEEEIIUXuUsBBCCCFE7VHCQgghhBC1RwkLIYQQQtQeJSyEEEIIUXuUsBBCCCFE7VHCQgghhBC1RwkLIYQQQtTe/wdL5pM2+3xUjgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "where are the ruling munis?\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"where are the opposing munis?\")\n",
    "for m in opposerList:\n",
    "    if muniLean[m] < 0.5:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"blue\")\n",
    "    else:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"red\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.3)\n",
    "plt.show()\n",
    "\n",
    "print(\"where are the ruling munis?\")\n",
    "for m in rulerList:\n",
    "    if muniLean[m] < 0.5:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"blue\")\n",
    "    else:\n",
    "        plotPolyLWcolor(muniGeom[m],1., \"red\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "54b94d58-2a17-44f3-968a-d081cb23878f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now pull in the muni-preserved HD lists, so we can identify local swings ...\n",
      "computing the county leans for Trump-Biden 2020 ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Next up -- convert above to blueness capacity\n",
    "# Also, compute HD wt fraction with muni fragment vs. muni pop\n",
    "print(\"Now pull in the muni-preserved HD lists, so we can identify local swings ...\")\n",
    "HDfile2 = \"muni99_HDstats\"\n",
    "HDdf2 = pd.read_csv(\"./2025_nosplit_output/\"+HDfile2+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt2 = HDdf2['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf2.columns.values:\n",
    "    HDvtdString2 = HDdf2['HDunitList']\n",
    "else:\n",
    "    HDvtdString2 = HDdf2['HDvtdList']\n",
    "#nHDs = len(HDvtdString)  ##should match nHDs for anysplit case\n",
    "HDvtdList2 = [ast.literal_eval(HDvtdString2[h]) for h in range(nHDs) ]\n",
    "#HDpartialList2 = ...  #no partials in this file\n",
    "LeanAvg2 = HDdf2[\"LeanAvg\"]\n",
    "fracSeat2 = HDdf2[\"fracSeat\"]\n",
    "LeanAvg = HDdf[\"LeanAvg\"]\n",
    "fracSeat = HDdf[\"fracSeat\"]\n",
    "print(\"computing the county leans for Trump-Biden 2020 ...\")\n",
    "countyDems, countyReps = [0.]*nCounties, [0.]*nCounties\n",
    "countyVTDs = [list() for c in range(nCounties) ]\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] >= 0:\n",
    "        c = countyNo[v]\n",
    "        countyDems[c] += unitDems[0][v]\n",
    "        countyReps[c] += unitReps[0][v]\n",
    "        countyVTDs[c].append(v)\n",
    "countyLean = [ countyReps[c] / (countyReps[c] + countyDems[c]) for c in range(nCounties) ]\n",
    "blueCountySet, purpleCountySet, redCountySet = set(), set(), set()\n",
    "for c in range(nCounties):\n",
    "    if countyLean[c] < 0.45:\n",
    "        blueCountySet.add(c)\n",
    "    elif countyLean[c] < 0.55:\n",
    "        purpleCountySet.add(c)\n",
    "    else:\n",
    "        redCountySet.add(c)\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.3)\n",
    "    if c in blueCountySet:\n",
    "        plt.text(countyGeom[c].centroid.x, countyGeom[c].centroid.y, r3(countyLean[c]), color=\"blue\", ha=\"center\")\n",
    "    if c in purpleCountySet:\n",
    "        plt.text(countyGeom[c].centroid.x, countyGeom[c].centroid.y, r3(countyLean[c]), color=\"purple\",fontsize=9,ha=\"center\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "672ac180-b289-494a-97ea-2841ea94f9e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now compute each precinct's expected fractional seat based on HDs it is drawn into under each rule set\n",
      "working on HD 0\n",
      "working on HD 2000\n",
      "working on HD 4000\n",
      "working on HD 6000\n",
      "working on HD 8000\n",
      "now grouping by county color\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"now compute each precinct's expected fractional seat based on HDs it is drawn into under each rule set\")\n",
    "vtdHDseats, vtdSumWt, vtdHDseats2, vtdSumWt2 = [0.]*nHDs, [0.]*nHDs, [0.]*nHDs, [0.]*nHDs\n",
    "for v in range(nHDs):\n",
    "    if v%2000 == 0:\n",
    "        print(\"working on HD\",v)\n",
    "    if HDwt[v] > 0: #skip the blank HDs (will be blank in both collections)\n",
    "        for u in HDvtdList[v]:\n",
    "            vtdHDseats[u] += HDwt[v] * fracSeat[v]\n",
    "            vtdSumWt[u]   += HDwt[v]\n",
    "        for u in HDvtdList2[v]:\n",
    "            vtdHDseats2[u] += HDwt2[v] * fracSeat2[v]\n",
    "            vtdSumWt2[u]   += HDwt2[v]\n",
    "for v in range(nHDs):\n",
    "    if vtdSumWt[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats[v] = vtdHDseats[v] / vtdSumWt[v]\n",
    "    if vtdSumWt2[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats2[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats2[v] = vtdHDseats2[v] / vtdSumWt2[v]\n",
    "print(\"now grouping by county color\")\n",
    "blueCountyVTDs, purpleCountyVTDs, redCountyVTDs = list(), list(), list()\n",
    "for c in range(nCounties):\n",
    "    if c in blueCountySet:\n",
    "        blueCountyVTDs += countyVTDs[c]\n",
    "    elif c in purpleCountySet:\n",
    "        purpleCountyVTDs += countyVTDs[c]\n",
    "    else:\n",
    "        redCountyVTDs += countyVTDs[c]\n",
    "plt.scatter([vtdHDseats[v] for v in blueCountyVTDs  ], [vtdHDseats2[v] for v in blueCountyVTDs],   label=\"blue county VTDs\")\n",
    "plt.scatter([vtdHDseats[v] for v in purpleCountyVTDs], [vtdHDseats2[v] for v in purpleCountyVTDs], label=\"purple county VTDs\")\n",
    "plt.scatter([vtdHDseats[v] for v in redCountyVTDs   ], [vtdHDseats2[v] for v in redCountyVTDs],    label=\"red county VTDs\")\n",
    "plt.legend()\n",
    "plt.xlabel(\"seat expectation for no rule set\")\n",
    "plt.ylabel(\"seat expectation for muni no-split\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c72d20ad-8c81-4ca0-8c5e-1c7015a9c248",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "anysplit histograms of expected district frac seat\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([vtdHDseats[v] for v in blueCountyVTDs], weights = [HDwt[v] for v in blueCountyVTDs],label=\"blue county VTDs\", histtype=\"step\",\n",
    "         bins = 50)\n",
    "plt.hist([vtdHDseats[v] for v in redCountyVTDs], weights = [HDwt[v] for v in redCountyVTDs],label=\"red county VTDs\", histtype=\"step\",\n",
    "         bins = 50)\n",
    "plt.hist([vtdHDseats[v] for v in purpleCountyVTDs], weights = [HDwt[v] for v in purpleCountyVTDs],label=\"purple county VTDs\", histtype=\"step\",\n",
    "         bins = 50)\n",
    "print(\"anysplit histograms of expected district frac seat\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e10bcd1f-36b9-406f-9b01-996dbe09f189",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cumulative weighted histograms of Home District raw partisan lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cumulative weighted histograms of Home District fractional seat\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cumulative histograms of each precinct's expected frac seat for the district it's drawn into\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([LeanAvg[v] for v in blueCountyVTDs], weights = [HDwt[v] for v in blueCountyVTDs],label=\"blue anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"blue\")\n",
    "plt.hist([LeanAvg2[v] for v in blueCountyVTDs], weights = [HDwt2[v] for v in blueCountyVTDs],label=\"blue wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"blue\")\n",
    "plt.hist([LeanAvg[v] for v in redCountyVTDs], weights = [HDwt[v] for v in redCountyVTDs],label=\"red anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"red\")\n",
    "plt.hist([LeanAvg2[v] for v in redCountyVTDs], weights = [HDwt2[v] for v in redCountyVTDs],label=\"red wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\",color=\"red\")\n",
    "plt.hist([LeanAvg[v] for v in purpleCountyVTDs], weights = [HDwt[v] for v in purpleCountyVTDs],label=\"purple anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"purple\")\n",
    "plt.hist([LeanAvg2[v] for v in purpleCountyVTDs], weights = [HDwt2[v] for v in purpleCountyVTDs],label=\"purple wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"purple\")\n",
    "print(\"cumulative weighted histograms of Home District raw partisan lean\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.hist([fracSeat[v] for v in blueCountyVTDs], weights = [HDwt[v] for v in blueCountyVTDs],label=\"blue anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"blue\")\n",
    "plt.hist([fracSeat2[v] for v in blueCountyVTDs], weights = [HDwt2[v] for v in blueCountyVTDs],label=\"blue wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"blue\")\n",
    "plt.hist([fracSeat[v] for v in redCountyVTDs], weights = [HDwt[v] for v in redCountyVTDs],label=\"red anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"red\")\n",
    "plt.hist([fracSeat2[v] for v in redCountyVTDs], weights = [HDwt2[v] for v in redCountyVTDs],label=\"red wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\",color=\"red\")\n",
    "plt.hist([fracSeat[v] for v in purpleCountyVTDs], weights = [HDwt[v] for v in purpleCountyVTDs],label=\"purple anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"purple\")\n",
    "plt.hist([fracSeat2[v] for v in purpleCountyVTDs], weights = [HDwt2[v] for v in purpleCountyVTDs],label=\"purple wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"purple\")\n",
    "print(\"cumulative weighted histograms of Home District fractional seat\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.hist([vtdHDseats[v] for v in blueCountyVTDs], weights = [HDwt[v] for v in blueCountyVTDs],label=\"blue anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"blue\")\n",
    "plt.hist([vtdHDseats2[v] for v in blueCountyVTDs], weights = [HDwt2[v] for v in blueCountyVTDs],label=\"blue wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"blue\")\n",
    "plt.hist([vtdHDseats[v] for v in redCountyVTDs], weights = [HDwt[v] for v in redCountyVTDs],label=\"red anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"red\")\n",
    "plt.hist([vtdHDseats2[v] for v in redCountyVTDs], weights = [HDwt2[v] for v in redCountyVTDs],label=\"red wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\",color=\"red\")\n",
    "plt.hist([vtdHDseats[v] for v in purpleCountyVTDs], weights = [HDwt[v] for v in purpleCountyVTDs],label=\"purple anysplit\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, color=\"purple\")\n",
    "plt.hist([vtdHDseats2[v] for v in purpleCountyVTDs], weights = [HDwt2[v] for v in purpleCountyVTDs],label=\"purple wholeMuni\", histtype=\"step\",\n",
    "         bins = 50, cumulative=True, ls=\"dotted\", color=\"purple\")\n",
    "print(\"cumulative histograms of each precinct's expected frac seat for the district it's drawn into\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f696bdc0-b2f2-4cb6-85bb-1047e1c9139c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And now some plots of local shifts ...\n",
      "First, a general scatterplot of anysplit --> whole muni lean shift, with x axis the muni Lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First, a general scatterplot of anysplit --> whole muni lean shift, but x axis = unconstrained district lean\n",
      "the fraction of HD districts affected, not affected by the split are 0.17971 0.82029\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Again, but with x axis the muni - bkg lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now as a weighted histogram of lean shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now as a weighted cumulative histogram of lean shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and as a weighted histogram of fracSeat shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and as a cumulative weighted histogram of fracSeat shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now as a weighted cumulative histogram of ABSOLUTE lean shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and as a weighted histogram of ABSOLUTE fracSeat shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and as a cumulative weighted histogram of ABSOLUTE fracSeat shifts ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"And now some plots of local shifts ...\")\n",
    "vtdMuniLean = [0.5]*nHDs\n",
    "for m in range(nMunis):\n",
    "    for v in muniVTDlist[m]:\n",
    "        vtdMuniLean[v] = muniLean[m]\n",
    "print(\"First, a general scatterplot of anysplit --> whole muni lean shift, with x axis the muni Lean\")\n",
    "plt.scatter(vtdMuniLean, [LeanAvg2[v] - LeanAvg[v] for v in range(nHDs)]  )\n",
    "plt.show()\n",
    "\n",
    "\n",
    "print(\"First, a general scatterplot of anysplit --> whole muni lean shift, but x axis = unconstrained district lean\")\n",
    "dy = 0.15\n",
    "dx = 0.04\n",
    "inList, outList, inWt, outWt = list(), list(), 0., 0.\n",
    "for v in range(nHDs):\n",
    "    if abs(LeanAvg[v] - 0.5) < dx or abs(LeanAvg2[v] - 0.5) < dx or (LeanAvg[v] - 0.5) * (LeanAvg2[v] - 0.5) < 0:\n",
    "        inList.append(v)\n",
    "        inWt += HDwt[v]\n",
    "    else:\n",
    "        outList.append(v)\n",
    "        outWt += HDwt[v]\n",
    "print(\"the fraction of HD districts affected, not affected by the split are\",r5(inWt), r5(outWt) )\n",
    "plt.scatter([LeanAvg[v] for v in inList], [LeanAvg2[v] - LeanAvg[v] for v in inList], s=3, color = \"black\")\n",
    "plt.scatter([LeanAvg[v] for v in outList], [LeanAvg2[v] - LeanAvg[v] for v in outList], s=3, color = \"gray\")\n",
    "plt.xlabel(\"unconstrained district %GOP\")\n",
    "plt.ylabel(\"district partisan shift with rules added\")\n",
    "plt.plot([0.5 - dx, 0.5 - dx, 0.5 - dx - dy], [-dy,0, dy],ls=\"dotted\", lw=1, color=\"black\")\n",
    "plt.plot([0.5 + dx + dy, 0.5 + dx, 0.5 + dx], [-dy,0, dy],ls=\"dotted\", lw=1, color=\"black\")\n",
    "#plt.plot(0.54,ls=\"dotted\", lw=1, color=\"black\")\n",
    "plt.axhline(0., ls=\"dotted\", lw=0.5, color=\"black\")\n",
    "plt.show()\n",
    "\n",
    "qualifiedVTDs, qualifiedVTDmuniLean, qualifiedVTDbkgGOPs = list(), list(), list()\n",
    "for m in qualifiedMuniList:\n",
    "    for v in muniVTDlist[m]:\n",
    "        qualifiedVTDs.append(v)\n",
    "        qualifiedVTDmuniLean.append(muniLean[m])\n",
    "        qualifiedVTDbkgGOPs.append(qualifiedBkgGOPs[qualifiedMuniList.index(m)])\n",
    "print(\"Again, but with x axis the muni - bkg lean\")\n",
    "COLOR = [[1.5*max(0., vtdMuniLean[v] - 0.4),0, 1.5*max(0., 0.6 - vtdMuniLean[v]) ] for i,v in enumerate(qualifiedVTDs) ]\n",
    "plt.scatter([qualifiedVTDmuniLean[i] - qualifiedVTDbkgGOPs[i] for i,v in enumerate(qualifiedVTDs)], \n",
    "            [LeanAvg2[v] - LeanAvg[v] for v in qualifiedVTDs],color = COLOR  )\n",
    "plt.show()\n",
    "\n",
    "print(\"Now as a weighted histogram of lean shifts ...\")\n",
    "plt.hist([LeanAvg2[v] - LeanAvg[v] for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(-0.15,0.15,61))\n",
    "plt.show()\n",
    "\n",
    "print(\"Now as a weighted cumulative histogram of lean shifts ...\")\n",
    "plt.hist([LeanAvg2[v] - LeanAvg[v] for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(-0.15,0.15,61), cumulative=True)\n",
    "plt.axvline(0.,lw=0.5,ls=\"dotted\")\n",
    "plt.axhline(0.5,lw=0.5,ls=\"dotted\")\n",
    "\n",
    "plt.show()\n",
    "print(\"and as a weighted histogram of fracSeat shifts ...\")\n",
    "plt.hist([fracSeat2[v] - fracSeat[v] for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(-1.,1.,41))\n",
    "plt.show()\n",
    "print(\"and as a cumulative weighted histogram of fracSeat shifts ...\")\n",
    "plt.hist([fracSeat2[v] - fracSeat[v] for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(-1.,1.,81), cumulative=True)\n",
    "plt.axvline(0.,lw=0.5,ls=\"dotted\")\n",
    "plt.axhline(0.5,lw=0.5,ls=\"dotted\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Now as a weighted cumulative histogram of ABSOLUTE lean shifts ...\")\n",
    "plt.hist([abs(LeanAvg2[v] - LeanAvg[v]) for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(0,0.2,81), cumulative=True)\n",
    "#plt.axvline(0.,lw=0.5,ls=\"dotted\")\n",
    "plt.axhline(0.5,lw=0.5,ls=\"dotted\")\n",
    "plt.xlim(0,0.2)\n",
    "\n",
    "plt.show()\n",
    "print(\"and as a weighted histogram of ABSOLUTE fracSeat shifts ...\")\n",
    "plt.hist([abs(fracSeat2[v] - fracSeat[v]) for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(0.,1.,41))\n",
    "plt.xlim(0,0.99)\n",
    "plt.show()\n",
    "print(\"and as a cumulative weighted histogram of ABSOLUTE fracSeat shifts ...\")\n",
    "plt.hist([abs(fracSeat2[v] - fracSeat[v]) for v in range(nHDs)], weights = HDwt,histtype = \"step\",bins=np.linspace(0.,1.,81), cumulative=True)\n",
    "#plt.axvline(0.,lw=0.5,ls=\"dotted\")\n",
    "plt.axhline(0.5,lw=0.5,ls=\"dotted\")\n",
    "plt.xlim(0,0.99)\n",
    "plt.ylim(0.8,1.0)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ac551d54-dc60-427c-ad4e-148c561fa8a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now for Congressional maps, determine where inhabitants have a significant seat expectation shift vs rule set\n",
      "And now converting the second HD file ...\n"
     ]
    }
   ],
   "source": [
    "print(\"Now for Congressional maps, determine where inhabitants have a significant seat expectation shift vs rule set\")\n",
    "HDfile = \"anysplit15_HDstats\"\n",
    "HDdf = pd.read_csv(\"./2025_nosplit_output/\"+HDfile+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt = HDdf['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf.columns.values:\n",
    "    HDvtdString = HDdf['HDunitList']\n",
    "else:\n",
    "    HDvtdString = HDdf['HDvtdList']\n",
    "nHDs = len(HDvtdString)\n",
    "HDvtdList = [ast.literal_eval(HDvtdString[h]) for h in range(nHDs) ]\n",
    "HDpartialList = [ast.literal_eval(HDdf[\"partials\"][h]) for h in range(nHDs) ]\n",
    "HDpartialFrac = [ast.literal_eval(HDdf[\"HDvtdFrac\"][h]) for h in range(nHDs) ]\n",
    "for h in range(nHDs):\n",
    "    for i, v in enumerate(HDpartialList[h]):\n",
    "        if HDpartialFrac[h][i] > 0.5:  #the anysplit list had partials.  Bifurcate vtd's into full-in or all out\n",
    "            if v not in HDvtdList[h]:\n",
    "                HDvtdList[h].append(v)\n",
    "print(\"And now converting the second HD file ...\")\n",
    "HDfile2 = \"county5city15_HDstats\"\n",
    "HDdf2 = pd.read_csv(\"./2025_nosplit_output/\"+HDfile2+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt2 = HDdf2['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf2.columns.values:\n",
    "    HDvtdString2 = HDdf2['HDunitList']\n",
    "else:\n",
    "    HDvtdString2 = HDdf2['HDvtdList']\n",
    "#nHDs = len(HDvtdString)  ##should match nHDs for anysplit case\n",
    "HDvtdList2 = [ast.literal_eval(HDvtdString2[h]) for h in range(nHDs) ]\n",
    "#HDpartialList2 = [ast.literal_eval(HDdf2[\"partials\"][h]) for h in range(nHDs) ]\n",
    "#HDpartialFrac2 = [ast.literal_eval(HDdf2[\"HDvtdFrac\"][h]) for h in range(nHDs) ]\n",
    "#for h in range(nHDs):\n",
    "#    for i, v in enumerate(HDpartialList2[h]):\n",
    "#        if HDpartialFrac2[h][i] > 0.5:\n",
    "#            if v not in HDvtdList2[h]:\n",
    "#                HDvtdList2[h].append(v)\n",
    "LeanAvg2 = HDdf2[\"LeanAvg\"]\n",
    "fracSeat2 = HDdf2[\"fracSeat\"]\n",
    "LeanAvg = HDdf[\"LeanAvg\"]\n",
    "fracSeat = HDdf[\"fracSeat\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4b28491d-91ee-4ef3-8009-51b0a2e23e2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "continuing to compute each precinct's mean seat expectation ...\n",
      "working on HD 0\n",
      "working on HD 1000\n",
      "working on HD 2000\n",
      "working on HD 3000\n",
      "working on HD 4000\n",
      "working on HD 5000\n",
      "working on HD 6000\n",
      "working on HD 7000\n",
      "working on HD 8000\n",
      "Visualizing where the full rule set causes a seat shift of at least 0.1 . Red = shift toward GOP\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"continuing to compute each precinct's mean seat expectation ...\")\n",
    "vtdHDseats, vtdSumWt, vtdHDseats2, vtdSumWt2 = [0.]*nHDs, [0.]*nHDs, [0.]*nHDs, [0.]*nHDs\n",
    "for v in range(nHDs):\n",
    "    if v%1000 == 0:\n",
    "        print(\"working on HD\",v)\n",
    "    if HDwt[v] > 0: #skip the blank HDs (will be blank in both collections)\n",
    "        for u in HDvtdList[v]:\n",
    "            vtdHDseats[u] += HDwt[v] * fracSeat[v]\n",
    "            vtdSumWt[u]   += HDwt[v]\n",
    "        for u in HDvtdList2[v]:\n",
    "            vtdHDseats2[u] += HDwt2[v] * fracSeat2[v]\n",
    "            vtdSumWt2[u]   += HDwt2[v]\n",
    "for v in range(nHDs):\n",
    "    if vtdSumWt[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats[v] = vtdHDseats[v] / vtdSumWt[v]\n",
    "    if vtdSumWt2[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats2[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats2[v] = vtdHDseats2[v] / vtdSumWt2[v]\n",
    "minSeatShift = 0.1\n",
    "print(\"Visualizing where the full rule set causes a seat shift of at least\",minSeatShift,\". Red = shift toward GOP\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "        COLOR = \"blue\"\n",
    "        if vtdHDseats2[v] > vtdHDseats[v]:\n",
    "            COLOR = \"red\"\n",
    "        plotPolyLWcolor(tractGeom[v], 1, COLOR)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2807de97-fac6-4031-8f90-8249c538ef2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will now read in a shapefile of Cincinnati to be kept whole\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, dx, y, dy, dxx, dyy = -84.2,0.2, 39.4, 0.07, 0, 0.08\n",
    "Pollys = list()\n",
    "for i in range(4):\n",
    "    X, Y = x + i * dxx, y + i * dyy\n",
    "    Pollys.append(Polygon([(X,Y),(X,Y+dy),(X+dx,Y+dy),(X+dx,Y)]) )\n",
    "                  \n",
    "LEANS = [-0.2, -0.1, 0.1, 0.2] \n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,0.5+LEANS[i])\n",
    "    plt.text(p.centroid.x,p.centroid.y,LEANS[i],fontsize=20,ha=\"center\",va=\"center\")\n",
    "CITY = \"Cincinnati\"\n",
    "c = 30 #Hamilton County\n",
    "print(\"we will now read in a shapefile of \"+CITY+\" to be kept whole\")\n",
    "cityDF = gpd.read_file(\"./state_map_files/\"+CITY+\".dbf\")\n",
    "cityBoundary = cityDF[\"geometry\"]\n",
    "cityBoundary = cityBoundary.to_crs(tractGeom.crs)[0]\n",
    "plotPolyLW(cityBoundary,0.2)\n",
    "\n",
    "plt.text(-84.6,39.05,\"Cincinnati\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bf9262ed-b3c8-40d5-9240-47363496557b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zooming in on SW Ohio ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is -0.27933\n"
     ]
    }
   ],
   "source": [
    "print(\"zooming in on SW Ohio ...\")\n",
    "cList = [8,12,30, 82]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "x, dx, y, dy, dxx, dyy = -84.2,0.2, 39.3, 0.07, 0, 0.08\n",
    "Pollys = list()\n",
    "for i in range(4):\n",
    "    X, Y = x + i * dxx, y + i * dyy\n",
    "    Pollys.append(Polygon([(X,Y),(X,Y+dy),(X+dx,Y+dy),(X+dx,Y)]) )\n",
    "                  \n",
    "LEANS = [-0.2, -0.1, 0.1, 0.2] \n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,0.5+LEANS[i])\n",
    "    plt.text(p.centroid.x,p.centroid.y,LEANS[i],fontsize=20,ha=\"center\",va=\"center\")\n",
    "plotPolyLWcolor(cityBoundary,1,\"yellow\")\n",
    "plt.text(-84.58,39.05,\"Cincinnati\")\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "74a40f9e-be09-44b0-b5d2-04d498d07053",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zooming in on SW Ohio with a minSeat shift of 0.05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is -0.27933\n"
     ]
    }
   ],
   "source": [
    "newMinSeatShift = 0.05\n",
    "print(\"zooming in on SW Ohio with a minSeat shift of\",newMinSeatShift)\n",
    "cList = [8,12,30, 82]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > newMinSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "x, dx, y, dy, dxx, dyy = -84.2,0.2, 39.3, 0.07, 0, 0.08\n",
    "Pollys = list()\n",
    "for i in range(4):\n",
    "    X, Y = x + i * dxx, y + i * dyy\n",
    "    Pollys.append(Polygon([(X,Y),(X,Y+dy),(X+dx,Y+dy),(X+dx,Y)]) )\n",
    "                  \n",
    "LEANS = [-0.2, -0.1, 0.1, 0.2] \n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,0.5+LEANS[i])\n",
    "    plt.text(p.centroid.x,p.centroid.y,LEANS[i],fontsize=20,ha=\"center\",va=\"center\")\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "073a98b9-58e6-4b2b-bfe5-4b906da3f76a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let's plot the local SW Ohio weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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GGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpKFRoWa9evXw8PDA2ZmZggICMDx48frLb9r1y50794dZmZm8PX1xf79+9XW7969G8888wzs7e1hYGCAU6dO3bePO3fuYObMmbC3t0fbtm0xYsQI5OXlNab6REREJEM6h5qdO3ciIiICUVFRSExMRJ8+fRASEoKrV69qLH/06FGMHTsWU6dOxcmTJxEWFoawsDCcOXNGKlNSUoK//e1vWLlyZZ3HnTdvHn744Qfs2rULhw8fxpUrV/DCCy/oWn0iIiKSKZ1DzerVqzFt2jRMmTIFPXr0wIYNG2BhYYHPP/9cY/k1a9YgNDQU8+fPh4+PD5YtW4b+/ftj3bp1UpkJEyZg8eLFCA4O1riPwsJCbN68GatXr8bf//53+Pn54YsvvsDRo0fx559/6toEIiIikiGdQk15eTmUSqVa+DA0NERwcDASEhI0bpOQkHBfWAkJCamzvCZKpRIVFRVq++nevTvc3d112g8RERHJVxtdCufn56OqqgqOjo5qyx0dHZGSkqJxG5VKpbG8SqXS+rgqlQomJiawtbXVej9lZWUoKyuTnhcVFWl9PCIiImp9ZHv1U3R0NGxsbKSHm5ubvqtEREREzUinUOPg4AAjI6P7rjrKy8uDk5OTxm2cnJx0Kl/XPsrLy3Hz5k2t9xMZGYnCwkLpkZ2drfXxiIiIqPXRKdSYmJjAz88P8fHx0rLq6mrEx8cjMDBQ4zaBgYFq5QEgLi6uzvKa+Pn5wdjYWG0/qampyMrKqnM/pqamsLa2VnsQERGRfOk0pgYAIiIiMGnSJAwYMAD+/v6IiYlBSUkJpkyZAgCYOHEiXF1dER0dDQCYM2cOgoKCsGrVKgwbNgw7duzAiRMnsHHjRmmfBQUFyMrKwpUrVwDUBBagpofGyckJNjY2mDp1KiIiImBnZwdra2vMmjULgYGBePzxxx/4RSAiIqLWT+dQM3r0aFy7dg2LFy+GSqVC3759oVAopMHAWVlZMDT8XwfQwIEDERsbi4ULF+LNN9+El5cX9uzZg169ekll9u7dK4UiABgzZgwAICoqCkuWLAEAfPjhhzA0NMSIESNQVlaGkJAQfPzxx41qNBEREcmPzqEGAMLDwxEeHq5x3aFDh+5bNnLkSIwcObLO/U2ePBmTJ0+u95hmZmZYv3491q9fr0tViYiI6BEh26ufiIiI6NHCUENERESywFBDREREssBQQ0RERLLAUENERESywFBDREREssBQQ0RERLLQqHlqiIiIWpKsrCzk5+fftzw5OVkPtSF9YaghIqJWLSsrCz4+PigtLdW43sLCAg4ODg+5VqQPDDVERNSq5efno7S0FNu2bYOPj8996x0cHODu7q6HmtHDxlBDTa6ubmCAXcFE1Hx8fHzQv39/fVeD9IihhppUQ93AALuCiYioeTDUUJNqqBsYYFcwERE1D4YaahbsBiYiooeNoYaIiNTUNy6OPa3UkjHUEBGRRJvLo5OTkxlsqEViqCEiIkl94+KSk5Mxfvx45OfnM9RQi8RQQ0RE9+G4OGqNeO8nIpKFGzduICkpCdXV1QCAzMxMZGRkSOuTkpJQUFCgr+rVKT8/H2fOnJGep6enIysrCwBQWVmJpKQk3Lx5U0+1I2pdGGqISBYOHjyI0NBQVFRUAACWLVuGxYsXS+tDQ0OhUChw8+ZN7N+/v8UEhe+//x5hYWHS8wULFuD9998HANy6dQuhoaE4evQoCgoKEBsb2yKDGVFLwdNPRCQLf//736FQKGBsbAwAWLRokdRrAwAKhQKurq7Izs7GtGnToFAoYGtrq6fa1gQWpVKJv//97wgICJCWr1y5UmqDlZUVFAoF3NzckJ2djfnz58PX1xd2dnb6qjZRi8ZQQ0St3o0bN3D48GEEBQXB0LCmA7pTp05qZXx9fQEA1tbWOHPmDKysrB56Pe926dIljBs3DgqFQqobAHTt2lX6f5s2baR1tra2yMnJeej1JGpNePqJZCsnJwe3b98GAKhUKqSkpEjrzp8/jytXrgAA7ty5wy+LVu7y5cuYOXMmLl++3GDZNm3aoF27dmjTRr9/03Xr1g1//fUXunXrptd6EMkJQw21OMnJyUhMTNT4qB1A2ZCcnBz4+/vj2LFjAICtW7di0qRJ0vpXXnkFGzduBACcPn0a/v7+DDatWI8ePXDhwgX06NGjwbJZWVmYNWuW1p8lXd25c0f6NykpCSUlJQCAq1ev4ty5c2r1MDU1hYmJiVb7zcjIwIQJE9QGPxOROp5+ohbDwcEBFhYWGD9+fJ1lLCwsoFQqUVFRAS8vL5iZmeHKlSsoLi6Gt7c3ACAlJQWmpqbYvn07evfuDQCYNGkSnn/+eWk/n376Kdq2bQsA8PT0xGeffabX8RX0YIyMjGBhYaFV2YqKCuTm5koDiptSTk4ONm3ahFmzZuHGjRsIDQ3Fd999B39/f+zcuRMbN25EUlISAGD27Nno1asXli5dCnNz8wb3bWhoCFNTU+n0GhHdj6GGWgx3d3ckJyfXOT177cRfx48fR2RkJA4fPgxPT09s3LgRhw8fxq+//gqgJsC88MILWLBggbStk5MTnJycpOe1AQgA7Ozs8I9//KOZWkUPQ2ZmJpYvX4633nrrvrE09+ratSu++eabZqlHSUkJfvvtN7z00ktwd3eHQqFAly5dAACjR4/GkCFDpLJr166Fubm5VoEGqBkj9NlnnzVLvXWVmZkJR0dHuLq64s6dO7hw4QI6d+6Mtm3b4tq1a7h69Sp69uwJACgoKODAZnpoGGqoRXF3d69zptLaS1nbtWsHhUKBjh07AgCmT5+Ol156SSq3detWnXpdrl69ip07d2L06NHo0KFD4ytPelNVVYXi4mJUVVXptR7e3t6Ij4+Xnt89ALhDhw5qny9PT0+d9l1dXY2KigoYGxvrvbcmOjoaISEhWLZsGXJzcxEaGopdu3Zh4MCB+Oabb7Bu3TqcPXsW169fx+TJk7Fhwwa4urrqtc70aGA/JrUIZ86ckXpobt26haSkJJSXlwOo6dJPS0uT5hUpKyuDr68vzMzMAAAuLi5qPS/du3dX65VpSH5+PjZu3FhnDxG1fF26dEFsbKzUK1KfM2fOwNPTU23Cu9bg7Nmz6NKlC86ePavvqiAyMhIzZswAADg7O0OhUEinel988UX83//9HwDg9u3b6NSpE4QQeqsrPVoYaqhFCAsLw/fffw8AUCqVCA0NlULGmjVrMHv2bOkLS5svLl306NEDSUlJWg0ypdbPyckJkZGROgXfnJwcnD9/XnqekpIClUoFoOaLOykpCbdv30ZKSgoGDRqkdqVdU+nYsSPWrl0r9VDqQ+0g5erqaqnnxczMDL6+vtIYtfbt20unnjp27Ih169bptc70aGGooRZhz5490kBePz8/KBQKODg4AADmzJmDtWvX6rN61MIlJSXB3d1dGoRbHwcHB0ydOlX6fDXkzp072LRpE1599VVp2aRJk7B161YAQFpaGkJDQ5GWlob27dvjueeea5Y5cNq1a4cRI0agXbt2Tb5vbVlbW6v925CKigrk5eU1y6BsIk0Yakiv0tPT8eKLL8Lc3Fz6krGysoKvr690qaurq6vO4w90kZaWhqFDhyItLa3ZjkHNy8XFBcuXL4eLi0uDZW/duoVvv/1WGqNVe3qz1rlz53D16lUANQN/L1y4gOnTp+OTTz6Rytw9RYCnpycUCgU8PT1hb2+PefPmNcv4kRs3bmDPnj24ceNGk+9bW/b29mr/NiQlJQX9+/dvlp4rIk0YakivjI2N4ezsLE0Lrw/m5ubo1auX1lehUMtjb2+PCRMmaPVlW1RUhNmzZ0uTL9ae3qw1evRo7Ny5E0DNOJbQ0FCUlpbWOW7L3Nwcvr6+0udH23lndHX3BIOZmZm4ePGitC4pKQnXr18HABQWFiIpKalZekdqJ7Os/bchnTp1wtatWxu8Io2oqfDqJ9Ird3d3fPTRR3qtg6urK9577z291oE0y8nJgbW1NaysrHDt2jXk5eWhV69eAGp62ExNTeHm5oaCggL8/PPPGDp0KGxsbOrdp6urK44fP4727dsDqDm9efeX9M6dO6Vew549e6pdadcYWVlZdQ5Cd3BwqPNqv3vVTjBoamqKV199FcXFxYiNjQUADBs2DMuXL8eECRNw7NgxTJkyBadPn9a6R0VbtTM2azNzM1Bzmio4OLhJ60BUH4Ya0qvKykrcunULVlZWepu2vry8HPn5+XBwcGi2v7JJd7WzQq9fvx5hYWHYvXs3Vq9ejdTUVADA66+/Dg8PD8TExCA/Px+vv/46nnzyyQZDDQC100P3niq6e8C4paWl2mXZusrKyoKPjw9KS0s1rrewsEBycrJWwebuCQbfeusttcvXf/zxR+nUW0BAABQKBSorK5GWliaduj1z5gwcHR3Rvn173Lp1C5cuXYK3tzdMTU1x+/ZtrXoq3dzc1P5tyPXr1/HDDz9g+PDhDxyw6guHycnJD7Rvkg+GGtKr5ORkhIaG3ndTv4cpNTVV73V4EPdOdpaWlgYzMzN07NgRFRUVSElJQadOnbQe3NlSODg44Mcff5S+8F944QUMGjRIWv/BBx/A1NQUANC5c2ccP368xc2Fkp+fj9LSUmzbtg0+Pj5q62onk8zPz9e6t6ZWXTfrBAAbGxt06dIFb731Fi5evIi9e/cCAEaMGIGIiAi88sorOHnyJMaOHYs///wTFhYWWLVqFWbOnNng61c7jULtvw3Jzc3F0qVLMWDAgAcKNQ2FQ6AmIGo7+Jvkq1FjatavXw8PDw+YmZkhICAAx48fr7f8rl270L17d+nSv/3796utF0Jg8eLFcHZ2hrm5OYKDg3HhwgW1Mh4eHjAwMFB7rFixojHVpxbEzc0NmzZt0vovv+bg4eGB7du3w8PDQ291eBDffPMNRo0aJT2fN28eYmJiANRMWBgaGtrgz2hLZGpqir59+0qz0bZv31469QTUDNCt/dwYGxu3uEBzNx8fH/Tv31/tcW/IaUqWlpaYP38+Vq9eLS379ttv8cILLwAA+vXrB4VCgQ4dOqCgoABKpbLewFDr2rVrav82pFevXsjIyFB73xrj7nCoVCo1PrTt8SJ50znU7Ny5ExEREYiKikJiYiL69OmDkJAQ6WqBex09ehRjx47F1KlTcfLkSYSFhSEsLExt4qv33nsPa9euxYYNG3Ds2DFYWloiJCREujFcrbfffhu5ubnSY9asWbpWn1oYW1tbDB06VK/3XbKyskKvXr2QmZkpLUtPT5dueFhZWYmkpCRp8r+CgoIWcfPL4uJiHD16FKGhodJkZwDw4YcfYu7cuQBqbgGhUCjQtWtXbNmyRRpM2hrk5OTgzTffbBGvdWt071WDvXr1ksYR1V5haGpqCi8vL/z888/S5de1Lly4II01unLlClJTU6Wbc9b++7BpCoe1DwYaAhoRalavXo1p06ZhypQp6NGjBzZs2AALCwt8/vnnGsuvWbMGoaGhmD9/Pnx8fLBs2TL0798f69atA1DTSxMTE4OFCxfi+eefR+/evfHll1/iypUr2LNnj9q+rKyspHv4ODk5wdLSUvcWU4tSUFCA2NhY6fJaffn+++8RFhYmPV+wYAHef/99ADWXAIeGhuLo0aMAgO3bt7eIu3pnZGRg5MiRKC4ulk49ATU9GLUDW42NjeHr64uSkhIsXboUubm5+qquzkpLS7XuQaAHN27cOHz99dfS8/DwcCnYb968GS+//LLUm6ltr+bFixcxevRotSu1iJqTTmNqysvLoVQqERkZKS0zNDREcHAwEhISNG6TkJCAiIgItWUhISFSYMnIyIBKpVIbIW9jY4OAgAAkJCRgzJgx0vIVK1Zg2bJlcHd3x0svvYR58+bpbXDpo66uQXu6DtjLycnB/Pnz4evrq9eb3j3//PMICAiQnq9cuVK6zNzKygoKhUI61TFu3Di89NJLTX5lia68vLzw+++/w9nZucGytacBmkNOTg5MTEzQvn17FBcXIyMjQ7qDek5ODkpKSqTLoZOTk2FnZwdHR8cG91vbg0APx/bt22Fvby+F9XXr1km9H1OnTsWoUaN07qFp06YN7O3t+XuaHhqdPmn5+fmoqqq67xeSo6NjnZMrqVQqjeVrpxiv/be+MgAwe/Zs9O/fH3Z2djh69CgiIyORm5urds74bmVlZSgrK5OeFxUVadlKaog2V3RoO2DP19dX7z0eQM2g1Lvr3LVrV+n/bdq0URuI2VLuOGxmZobOnTtrXf769esoKSmBu7s7qqqqcO7cObi5ucHW1lY6pdarVy8YGBigqKhIq4HFubm5eOaZZzB+/HhERkbi9OnTGDlyJH7//Xd07twZGzZsQEJCAg4cOAAAGD9+PF566SW89tprjW43NY/aq75qfx69vLykK6Jqr6xKTEzUaZ/u7u74+OOPm7CWRPVrNZPvRUREYPDgwejduzdmzJiBVatW4aOPPlILLneLjo6GjY2N9NDnQFS5aWjQntwH7GVkZGDChAnN1vOhrZycHCxatEirUHjz5k38+9//xttvvw2g5tROaGgofvvtNwBAXFwcQkNDUVVVhevXr2P27Nla7dfZ2RlHjhzByy+/DADo3bs3FAqF1Hs0Y8YMtS+1bdu2Yfz48Vq179y5c+jXrx/OnTunVXlqeaqqqnDr1i293z2dHh06hRoHBwcYGRmpDSYDgLy8vDpvDufk5FRv+dp/ddknUDMXQ2VlJS5duqRxfWRkJAoLC6VHdnZ2vW0j3dU1aE+XQNNSAoIuDA0NYWpqCkND/f5NUFJSgoSEBK1OCdja2mL16tVYvHgxgJreNIVCgSeeeAIA8PTTT0OhUMDIyAi3bt1CZWWl1jPS2tvbSwNQ27Ztq3YHdVdXV7WZeDt16oTc3FytxsnY29tj0qRJej/NR4137tw5dO/encGUHhqdfiubmJjAz88P8fHx0rLq6mrEx8cjMDBQ4zaBgYFq5YGavwpry3fu3BlOTk5qZYqKinDs2LE69wkAp06dgqGhITp06KBxvampKaytrdUe1PK0lICgi06dOuGzzz7T+9Tv3t7eOHDggFpoqI+rq6sUOI2MjODr6ytddWZnZwdfX18YGBjAw8MD27Zt02owaFpaGoYPH671fbPS09MxbNgwpKenIzc3V5pID6iZL6j21gW3b9/G1atXMW3aNK3G31DL5Obmhg0bNrCnnB4anb9JIiIisGnTJmzduhXJycl49dVXUVJSgilTpgAAJk6cqDaQeM6cOVAoFFi1ahVSUlKwZMkSnDhxAuHh4QAAAwMDzJ07F++88w727t2LpKQkTJw4ES4uLtLVKAkJCYiJicF///tfXLx4Edu3b8e8efMwfvx4vd6xlh5cSwkIuqiursaVK1ekK7Zu3LiBpKQkqYv93vvytIQxQ7oQQqCyshJCiAbLmpmZoVu3blpPxubp6Ym4uDh4enpiy5Yt+Ne//iWte/nll7F582YANeO2QkNDOVNsK2dra4vhw4frdcoGerToHGpGjx6NDz74AIsXL0bfvn1x6tQpKBQK6a+prKwstctGBw4ciNjYWGzcuBF9+vTBN998gz179qhNxvSf//wHs2bNwvTp0/HYY4+huLgYCoVC+kVpamqKHTt2ICgoCD179sTy5csxb948bNy48UHbT3pWXV2NsrIyVFdX67sqWsvNzcVjjz2Gb775BgBw+PBhhIaGSuO7li9fjoULFwKoGZwbGBjYLMEmOTkZfn5+Tf7Ff+bMGXTq1EltLqm6dOzYER988IHW90YyNzdHjx49YG5ujsmTJ6tNBfHZZ59h6tSpAGoGmCoUimadoI6aX0FBAXbu3Kn3KRvo0dGo6+zCw8OlnpZ7HTp06L5lI0eOxMiRI+vcn4GBAd5++21pEOO9+vfvjz///LMxVaUWrvYuyK3pFgW1N0SsvQ9PUFAQFAqFNGX/vfflee2117TuydCFnZ0dXnrppSa/GsvV1RWrV6/WaobeiooKFBQUwM7OTuc7rTs7O6tdjt6tWzfp/7V3vqbWLScnBxEREVAoFNIVqB4eHhBC4MyZM3B1dYWdnR1u3ryJ7Oxs9OjRA0ZGRnquNbVmnDyA9Kpjx45Yu3btA90FWR/u/sJv166d2mnQu0+l2dvbY86cOc1SB0dHx2a5NNrOzg4hISHIzs6GjY0NjIyMkJWVhcrKSnTp0gVATW+Os7Mzrly50upC6aOiqe4O/iBqZ+o2MjKShihs2bIFVVVVCA0NxerVqzF69Gj89ttvmDFjBlJSUmBlZdXs9SL5YqghvWrXrh1GjBih72o0m8LCQhw7dgwBAQFa3T1aF6WlpTh//jy8vb2lXqOmcu+XzIoVK3D9+nXs3LkTADB8+HBERUXhhRdewNatW1vVmKhHQVPeHbwxx9YUpl588UUp/BsZGUGhUEh/HDzxxBNQKBRN/jmmRw9DDenVjRs3cPjwYQQFBcly0HdWVhamTJnSLD0ZtVcSNce+7/2SeeONN1BZWSmt/+GHH+Ds7Axra2u12cCpZWiuu4M3RJcwdfdn1tbWFkVFRZg1axbeeOMNWc9zRc2LoYb06vLly5g5cyYUCoUsQ0337t1x+vRpnacUKCkpwcWLF+Hp6Qlzc3NcuXIFt27dksadpKamom3btoiLi9NpVmFt2draql2xcu+XzIPedZkejtq5pB6WBwlTlZWVuH79ulp4JtJV65kchGSpR48euHDhgjRFu9wYGxvD3t5eq0G0eXl5iImJQV5eHpKTkxEaGnrfDQVr/etf/8KOHTukK4mIWhJNE3M2dCVbly5dsHPnTpSWlkp3ky8qKkJSUpIUdPLy8rSeE4keTQw1pFdGRkawsLCQ7RUP2dnZmDt3rlYzWl+/fh1bt27F9evX4ePjA4VCoXZDwc8++0wq+/nnn2Py5MnNVW0ivRk+fDh++OEHAMDx48cRGhqKwsJCAEBsbCzmzZunz+pRC8dQQ3qVmZmJ6dOnIzMzU99VaRZlZWW4dOkSysrKcObMGVy7dg0AcOvWLSQlJUlz2+Tk5MDY2BgnT55Ejx49YGlpCV9fX7UbCt59yXO3bt20ujs3UWvzww8/YPjw4QAAf39/KBQKaZD9Sy+9hA8//BBnz55Fz549cfbsWX1WlVoghhrSq6qqKhQXF8v2hneenp7Ys2cPPD09MWLECOzevRsAcPLkSYSGhuLq1asAgPXr19c59xPRo6RXr17S/b6sra3h6+uLNm1qhn86OjrC09MTHTp0QHh4eJ23yaFHFwcKk1516dIFsbGx+q7GQ/Htt99KM2/369cPCoVC+qU8c+ZMrW7ySFSrvnlotJlluq4yzX1rivr2r+38Oe3bt8err77alNUimWCoIXpI7r5iyMrKSu2SVm1m7yWq1dCl00DN5dMODg73LXdwcICFhQXGjx+v87YPQtvjajN/TnFxMU6fPo3evXujbdu2TVpPat0YakivkpKSMGzYMPz444+ckZZIS/VdOl2rrl4Pd3d3JCcn19nLU9+2D6Kh4+oyf05GRgZGjhzJmazpPgw1pFcuLi5Yvnw5XFxc9F0VolansfPQuLu762WCu6Y6rpeXF37//XcOlqf7MNSQXtnb22PChAn6rgYR6UBf43FqmZmZNcukk9T6MdSQXjXnvZGIqGnpazzOvXJycrBhwwbMmDGD49FIDUMN6VVz3huJiJqWvsbj3KukpAQJCQns5aX7MNSQXjX23khEpB/6Go9zN29vbxw4cECvdaCWiaGG9Kr23ki6qOu8/cP4C5GIiFouhhrS6N6Jva5evQpra2uYmZkhISFBrWxqaiqsrKzg4uKC27dvo6CgQOvz3NnZ2Vi1ahVee+01uLm51Vu2ofP52s5xQUStW+3l3/Vd0k6PJoYauo82E3sZGhpKgwFffvllPPPMM1i0aBFOnjyJkSNH4vjx41oFm7vvjdSQ+s7n6zLHBdG96pudF2AvYEtjZ2eHl156CXZ2dvquCrUwDDV0n3sn9rp9+zaSkpLQrVs32NjY4Nq1azAxMZF+yX/22WewsrICUDNG5osvvoCtra1Wx6q9N5K2Gjqf3xRTsNOjRdvZedkL2HI4Ojritdde03c1qAViqKE63T2x16BBg+osd/fdo+3s7NCnTx9kZmaiR48eAIALFy7AwsICrq6uKCsrw/nz5+Hh4QErKytcu3YNhoaGOo+ruVdTTsFOj5aGZudlL2DLU1paivPnz8Pb2xsWFhb6rg61ILxLNzUoLy8Pq1atQl5enlblv/76a4wbN056Hh4ejvXr1wOoGZsTGhqKkydPAgA+//xzDBw4EFeuXHmgOtaemlIqlRof27ZtQ2lpab2nGOjRVhvi731wzEbLk56ejmHDhiE9PV3fVaEWhj011KCCggLExsZi6NCh0l2m6zN27Fg888wz0vN169ZJf0116NABCoUCHh4eAIB//etfGD9+fJPcJqElXGpKRM3P09MTcXFxnFWY7sNQQw3y8fGBUqnUuryjo6Na+PHy8pL+b2pqqjbJXvv27ZumkkQyVNcA5od1O4KWytzcXDq9TXQ3hhoiohaooQHMD+N2BC1Vbm4utmzZgsmTJ/OmlqSGY2qoQefPn0dwcDDOnz+v76oQPTLuHsCsaZzYozzovaioCPv27UNRUZG+q0ItDHtqqEGWlpYIDAyEpaWlvqtC9Mi5+ypEqtGtWzf88ccfSE1NxZUrV6SJP9PS0tClSxdYWloiLy8P169f52mqRwx7aqhBrq6uWLZsGe+GS0Qtyssvv4zNmzcDqDldFxoaKo03uvcqTHo0sKeGGnTnzh3k5ubC2dkZZmZm+q4OEREA9Yk/3d3doVAo0KVLFwD/uwrzwoULCA8Px7p169QuWrhXYyfu5GzULQtDzSOsqKgImZmZ6N69O4yNjXH58mXcuXNHWp+eng43NzeoVCqEhoZCoVCoXblERKRPd0/8aW5urvb7qfYqzJycHPj5+dU5Sd+DTNzJ2ahbHoaaR9jx48cxadIkJCYmwtHRETExMUhNTcXSpUsBAAsWLMD8+fMxYcIE7Nq1i3NCEFGr4+rqiqioKJw/fx7W1tbSTOZ5eXno1asX3N3d8dNPP6G4uBhOTk6orKxEQUEBOnToAKD+GaU5G3XLw1DzCPP394dCoZBuCjd37lzcuXNHuqJg5cqVGDx4MNq2bYuBAwfqs6rUwtTX5c7udmppamcy//rrr/Hkk09i9+7dWL16NVJTUwEAq1evhoeHB2JiYnD+/Hn885//1PqmvAAHc7ckDDWPqOvXr+OHH37A8OHDYWxsDADo2LEjACAxMREA0LVrV9lNjlfXeXN+EWtPm/lTdu/eXednh6+1uro+k4/6BHtN6d6ZzF944QW1+9l98MEHMDU1BVDz+fzggw/Qtm1btX1oej/4HrU8DDWPqNzcXCxduhQDBgx44JtJtgYNnTfneW/t1dflfu3aNbzwwgsIDQ2tc/vmeq1b24BNbcdyPGoT7DVHeNA0k/ndodvT01P6v52dHcaOHSs91+Z3x6P2HrVkDDUyJITAmTNn4OrqCjs7O9y8eRPZ2dno0aMHjIyMkJWVBQsLC2RkZOi7qg9N7Q0v65pynue9dVdXl3tdr3PtuuZ4rbUdsKmpB0lff23X95ms1dKCWHNqKeHh+vXr2L9/P4YOHQp7e/sG3ydt3qOH1UNcO1ePp6cnzM3NoVKpcPPmTXTv3h1AzUSqbdu2bZJ77bVUjQo169evx/vvvw+VSoU+ffrgo48+gr+/f53ld+3ahUWLFuHSpUvw8vLCypUrMXToUGm9EAJRUVHYtGkTbt68iUGDBuGTTz5Ru/yuoKAAs2bNwg8//ABDQ0OMGDECa9asua+LkICqqiqEhoZi9erVGD16NH777TfMmDEDKSkpsLKywooVK3D9+nXs3LlT31V9qFrjDS8fpPdBXz0X+nidGxqw2VAPkjZfmM3xxdQaP5PNpSnCQ1O4cuUK3nrrLfTt21fqxW7s+/Swe4jT0tLUrlTdunUrdu/ejWPHjgEAXnnlFQQFBWHJkiVNcryWSOdQs3PnTkRERGDDhg0ICAhATEwMQkJCkJqaKo0Wv9vRo0cxduxYREdH49lnn0VsbCzCwsKQmJiIXr16AQDee+89rF27Flu3bkXnzp2xaNEihISE4Ny5c9K8KOPGjUNubi7i4uJQUVGBKVOmYPr06YiNjX3Al0A+Ll26hCVLliAqKgoKhUIa5PbEE09AoVBIlzS+8cYbqKys1GdVSQsPcrnog/RcAM3/BdJcf7nWN2CzsV+YPHX58LSEkOfr64usrCytyxcWFsLGxgYAkJSUpNZDXlhYiKSkJNy8eRO5ubkwMjLS6qqqWjk5OTA2NkaHDh1QUlKCixcvwsvLC2ZmZrhy5QqKi4vh7e0NlUqF9evX41//+hcUCoV0Om3SpEl4/vnnpf19+umnMDY2RlpaGjp27CjPeceEjvz9/cXMmTOl51VVVcLFxUVER0drLD9q1CgxbNgwtWUBAQHilVdeEUIIUV1dLZycnMT7778vrb9586YwNTUVX3/9tRBCiHPnzgkA4q+//pLK/PTTT8LAwEDk5ORoVe/CwkIBQBQWFmrX0FYoIyNDTJo0SWRkZDzQfpRKpQAglEpl01SshWup7a2t17Zt24RSqbzvsW3btjrX17dOqVQKhUIhLCwsBACNDwsLC5GZmVlvvRrzemVmZjb6uNq8Vs31HmZmZtb7HtR13Jb62aL65efni0uXLgkhhKisrBSnT58WBQUFQgghCgoKxOnTp0VVVZW4fPmyGDNmjMjPzxdCCOHi4iK2b98uhBDixx9/FC4uLtJ2L7/8shgxYoQoKCgQSUlJ4sCBAwKAOHLkiDh9+rQoKysTQghx+fJlceHCBZGbmyt69eolli1bJoQQ4tixY8LFxUVcuHBBCCFEVFSUGDx4sFRff39/cfny5Qbbdvr0aeHi4iJOnz4t8vLyxNmzZ6V1Fy5ckPZRVlYmTp8+LYqKih7sxWwCunx/69RTU15eDqVSicjISGmZoaEhgoODkZCQoHGbhIQEREREqC0LCQnBnj17AAAZGRlQqVQIDg6W1tvY2CAgIAAJCQkYM2YMEhISYGtriwEDBkhlgoODYWhoiGPHjuGf//ynLs2QLQ8PD2zZskXf1SAd1XWaqLY3o67eB216EJ544ok6/wrUxxij1jq2qaEeBF7BJB83b97ErFmzYGJigi1btqCsrAyhoaFYv349wsLCcPDgQcyePRsXL16EmZkZjI2NpUlL7+4hHzhwIBQKhTTj8aJFi2BpaYl27drhsccew0svvQSg5jOydOlS/PXXX3BxccGaNWtw5swZ7N+/H4cOHUJVVRUAoGfPnlAoFNJVqtOnT5f2YW9vjx9++EHj2ZJ7denSBd999x26dOmCzz//HBs3bkRSUhIAYPbs2ejVqxfee+895OfnIzQ0FNu3b8fgwYOb7gVuZjqFmvz8fFRVVcHR0VFtuaOjI1JSUjRuo1KpNJZXqVTS+tpl9ZW5981q06YN7OzspDL3KisrQ1lZmfS8sLAQAJrtrq5nzpxBeno6OnXqBADIzs6GmZkZ2rdvj/LycmRnZ8PFxQXm5ua4efMmbty4IU1ml5OTAxMTE7Rv3x6VlZXIzMyEk5MTLC0tUVhYiOvXr0tTf1+5cgVGRkZwdHREVVUVLl26BEdHR7Rt2xZFRUWorKxEu3btYGBg0Oi21M7dUFxc/EjcBbe4uBgAoFQqpf8/LPn5+Rg/fjxu376tcb25uTlMTU01vg+2trY4fvw4rl+/rnFbe3t72Nra1vke2trawtbW9r7lDb0eD/r5aOxx66Ovz6ypqSnMzc3rvYKpvveQWh5DQ0MsXrwYlZWVKCoqQlVVFb755hu4uLigqKgIAwYMwDfffIPbt2/D2NgY0dHRsLKyQlFRkfT7v6ioCIaGhujUqZN0Crj2M19UVIRt27bh6tWrAGq+q9555x2kpKQgLS0NAQEB6NevH44cOSLV6e7v1+PHj6vV9+7vwLq+hzVRKpVwd3fH/PnzpWNNmDABJiYmOHLkCCorK/HOO+8gLy8PW7Zskb6DcnJy0KZNGzg6OkrfV3d/B9nZ2UlDS5pK7c+OEKLBsrK9+ik6OlqaGfdubm5ueqhN6xQUFKTvKjxU06dP13cV7nP79u0m/wWhrYZej+b6fDzI+9ASP7P6fA+p5Zs9e7a+q9Bq3Lp1Sxq/VBedQo2DgwOMjIyQl5entjwvLw9OTk4at3Fycqq3fO2/eXl5cHZ2VivTt29fqUxtqq1VO5V1XceNjIxUO+1VXV2NgoIC2NvbP1AvhiZFRUVwc3NDdnY2rK2tm3TfLQHb1/rJvY1ybx8g/zayfa1fc7VRCIFbt25pdSm6TqHGxMQEfn5+iI+PR1hYGICasBAfH4/w8HCN2wQGBiI+Ph5z586VlsXFxSEwMBAA0LlzZzg5OSE+Pl4KMUVFRTh27BheffVVaR83b96EUqmEn58fAODgwYOorq5GQECAxuOamppKM0TW0tTl3ZSsra1l+2EF2D45kHsb5d4+QP5tZPtav+ZoY0M9NLV0Pv0UERGBSZMmYcCAAfD390dMTAxKSkowZcoUAMDEiRPh6uqK6OhoAMCcOXMQFBSEVatWYdiwYdixYwdOnDiBjRs3AgAMDAwwd+5cvPPOO/Dy8pIu6XZxcZGCk4+PD0JDQzFt2jRs2LABFRUVCA8Px5gxY2Q9iRARERFpT+dQM3r0aFy7dg2LFy+GSqVC3759oVAopIG+WVlZMDQ0lMoPHDgQsbGxWLhwId588014eXlhz549aueY//Of/6CkpATTp0/HzZs38be//Q0KhULtGvrt27cjPDwcQ4YMkSbfW7t27YO0nYiIiOSk2S8wfwTcuXNHREVFiTt37ui7Ks2C7Wv95N5GubdPCPm3ke1r/VpCGw2E0OIaKSIiIqIWzrDhIkREREQtH0MNERERyQJDDREREckCQw0RERHJAkONBuvXr4eHhwfMzMwQEBBw37027rZ7924MGDAAtra2sLS0RN++ffHVV1+plZk8eTIMDAzUHqGhoc3djHrp0sa77dixAwYGBtIcQrWEEFi8eDGcnZ1hbm6O4OBgXLhwoRlqrp2mbl9Lew91ad+WLVvuq/vd0yUALe/9A5q+ja35PQRqbrQ4c+ZMODs7w9TUFN7e3ti/f/8D7bM5NXX7lixZct/717179+ZuRr10aePgwYPvq7+BgQGGDRsmlWlpP4dN3b6H8jOot+uuWqgdO3YIExMT8fnnn4uzZ8+KadOmCVtbW5GXl6ex/K+//ip2794tzp07J9LS0kRMTIwwMjISCoVCKjNp0iQRGhoqcnNzpUft7ej1Qdc21srIyBCurq7iiSeeEM8//7zauhUrVggbGxuxZ88e8d///lc899xzonPnzuL27dvN2BLNmqN9Lek91LV9X3zxhbC2tlaru0qlUivTkt4/IZqnja35PSwrKxMDBgwQQ4cOFb///rvIyMgQhw4dEqdOnWr0PptTc7QvKipK9OzZU+39u3bt2sNq0n10beP169fV6n7mzBlhZGQkvvjiC6lMS/o5bI72PYyfQYaae/j7+4uZM2dKz6uqqoSLi4uIjo7Weh/9+vUTCxculJ5PmjTpvi9JfWpMGysrK8XAgQPFZ599dl97qqurhZOTk3j//felZTdv3hSmpqbi66+/bpY21Kep2ydEy3oPdW3fF198IWxsbOrcX0t7/4Ro+jYK0brfw08++UR06dJFlJeXN9k+m1NztC8qKkr06dOnqavaaA/6en/44YfCyspKFBcXCyFa3s9hU7dPiIfzM8jTT3cpLy+HUqlEcHCwtMzQ0BDBwcFISEhocHshBOLj45Gamoonn3xSbd2hQ4fQoUMHdOvWDa+++iquX7/e5PXXRmPb+Pbbb6NDhw6YOnXqfesyMjKgUqnU9mljY4OAgACtXrem1Bztq9US3sPGtq+4uBidOnWCm5sbnn/+eZw9e1Za15LeP6B52lirtb6He/fuRWBgIGbOnAlHR0f06tUL7777Lqqqqhq9z+bSHO2rdeHCBbi4uKBLly4YN24csrKymrUtdWmK13vz5s0YM2YMLC0tAbSsn8PmaF+t5v4ZZKi5S35+PqqqqqRbPtRydHSESqWqc7vCwkK0bdsWJiYmGDZsGD766CM8/fTT0vrQ0FB8+eWXiI+Px8qVK3H48GH84x//uO8H9mFoTBt///13bN68GZs2bdK4vnY7XV+35tAc7QNaznvYmPZ169YNn3/+Ob7//nts27YN1dXVGDhwIC5fvgygZb1/QPO0EWjd7+HFixfxzTffoKqqCvv378eiRYuwatUqvPPOO43eZ3NpjvYBQEBAALZs2QKFQoFPPvkEGRkZeOKJJ3Dr1q1mbY8mD/p6Hz9+HGfOnMHLL78sLWtJP4fN0T7g4fwM6nzvJ7qflZUVTp06heLiYsTHxyMiIgJdunTB4MGDAQBjxoyRyvr6+qJ3797o2rUrDh06hCFDhuip1tq5desWJkyYgE2bNsHBwUHf1Wly2ravNb+HgYGBCAwMlJ4PHDgQPj4++PTTT7Fs2TI91qzpaNPG1vweVldXo0OHDti4cSOMjIzg5+eHnJwcvP/++4iKitJ39R6YNu37xz/+IZXv3bs3AgIC0KlTJ/zf//1fvT2sLdHmzZvh6+sLf39/fVelWdTVvofxM8iemrs4ODjAyMgIeXl5asvz8vLg5ORU53aGhobw9PRE37598dprr+HFF1+U7lKuSZcuXeDg4IC0tLQmq7u2dG1jeno6Ll26hOHDh6NNmzZo06YNvvzyS+zduxdt2rRBenq6tJ2ur1tzaI72aaKv97Cxn9G7GRsbo1+/flLdW9L7BzRPGzVpTe+hs7MzvL29YWRkJC3z8fGBSqVCeXl5k7xmTaU52qeJra0tvL29W8Xv0buVlJRgx44d9wWxlvRz2Bzt06Q5fgYZau5iYmICPz8/xMfHS8uqq6sRHx+v9ldgQ6qrq1FWVlbn+suXL+P69etwdnZ+oPo2hq5t7N69O5KSknDq1Cnp8dxzz+Gpp57CqVOn4Obmhs6dO8PJyUltn0VFRTh27JhOr1tTaI72aaKv97ApPqNVVVVISkqS6t6S3j+gedqoSWt6DwcNGoS0tDRUV1dLy86fPw9nZ2eYmJg02e+uptAc7dOkuLgY6enpreL36N127dqFsrIyjB8/Xm15S/o5bI72adIsP4PNOgy5FdqxY4cwNTUVW7ZsEefOnRPTp08Xtra20uWhEyZMEG+88YZU/t133xW//PKLSE9PF+fOnRMffPCBaNOmjdi0aZMQQohbt26J119/XSQkJIiMjAxx4MAB0b9/f+Hl5aW3O5nq2sZ7aRrBvmLFCmFrayu+//57cfr0afH888/r9VLEpmxfS3sPdW3f0qVLxc8//yzS09OFUqkUY8aMEWZmZuLs2bNSmZb0/gnR9G1s7e9hVlaWsLKyEuHh4SI1NVXs27dPdOjQQbzzzjta77O1t++1114Thw4dEhkZGeKPP/4QwcHBwsHBQVy9evWht0+Ixv+e+dvf/iZGjx6tcZ8t6eewqdv3sH4GGWo0+Oijj4S7u7swMTER/v7+4s8//5TWBQUFiUmTJknP33rrLeHp6SnMzMxEu3btRGBgoNixY4e0vrS0VDzzzDOiffv2wtjYWHTq1ElMmzZNL79o7qZLG++lKdRUV1eLRYsWCUdHR2FqaiqGDBkiUlNTm6n2DWvK9rXE91CX9s2dO1cq6+joKIYOHSoSExPV9tfS3j8hmraNrf09FEKIo0ePioCAAGFqaiq6dOkili9fLiorK7Xe58PW1O0bPXq0cHZ2FiYmJsLV1VWMHj1apKWlPazmaKRrG1NSUgQA8csvv2jcX0v7OWzK9j2sn0EDIYRoun4fIiIiIv3gmBoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoiIiKSBYYaItJo8ODBmDt3rvTcw8MDMTExTX6cyZMnIywsrMn3S0SPHoYaItLKX3/9henTp2tVVpcAtGbNGmzZskWrspcuXYKBgQFOnTpVb7mCggIMHz4cbdu2Rb9+/XDy5Em19TNnzsSqVau0OqZKpcKcOXPg6ekJMzMzODo6YtCgQfjkk09QWlqqVvbo0aMYOnQo2rVrBzMzM/j6+mL16tWoqqpSK2dgYCA9bGxsMGjQIBw8eFCr+hBR3RhqiEgr7du3h4WFRZPtr6qqCtXV1bCxsYGtrW2T7RcAli9fjlu3biExMRGDBw/GtGnTpHV//vknjh07ptYLVZeLFy+iX79++OWXX/Duu+/i5MmTSEhIwH/+8x/s27cPBw4ckMp+9913CAoKQseOHfHrr78iJSUFc+bMwTvvvIMxY8bg3snbv/jiC+Tm5uKPP/6Ag4MDnn32WVy8eLHJXgOiR1KT3nSBiFql4uJiMWHCBGFpaSmcnJzEBx98IIKCgsScOXOkMp06dRIffvihEKLmHjVRUVHCzc1NmJiYCGdnZzFr1iwhRM09YQCoPYQQ4osvvhA2Njbi+++/Fz4+PsLIyEhkZGTcd6+tqqoqsXLlStG1a1dhYmIi3NzcpBsb3rvfoKAgje35xz/+IT755BMhhBDnzp0TFhYWQgghysvLRZ8+fcRff/2l1esSEhIiOnbsKIqLizWur66ull4/e3t78cILL9xXZu/evQKA2j3hAIjvvvtOep6TkyMAiA0bNmhVLyLSjD01RIT58+fj8OHD+P777/HLL7/g0KFDSExMrLP8t99+iw8//BCffvopLly4gD179sDX1xcAsHv3bnTs2BFvv/02cnNzkZubK21XWlqKlStX4rPPPsPZs2fRoUOH+/YdGRmJFStWYNGiRTh37hxiY2Ph6OgIADh+/DgA4MCBA8jNzcXu3bs11q9Pnz44ePAgKisr8fPPP6N3794AgPfeew+DBw/GgAEDGnxNrl+/jl9++QUzZ86EpaWlxjIGBgYAgF9++QXXr1/H66+/fl+Z4cOHw9vbG19//XWdxzI3NwcAlJeXN1gvIqpbG31XgIj0q7i4GJs3b8a2bdswZMgQAMDWrVvRsWPHOrfJysqCk5MTgoODYWxsDHd3d/j7+wMA7OzsYGRkBCsrKzg5OaltV1FRgY8//hh9+vTRuN9bt25hzZo1WLduHSZNmgQA6Nq1K/72t78BqDkFBgD29vb37ftub7zxBl599VV07doVHh4e2Lx5My5cuICtW7ciISEBM2bMwC+//IIBAwZg06ZNsLGxuW8faWlpEEKgW7duassdHBxw584dADVjc1auXInz588DAHx8fDTWp3v37lKZe5WWlmLhwoUwMjJCUFBQnW0iooaxp4boEZeeno7y8nIEBARIy+zs7O77Mr/byJEjcfv2bXTp0gXTpk3Dd999h8rKygaPZWJiIvWaaJKcnIyysjIpXDWWjY0NYmNjkZmZicOHD6NHjx545ZVX8P7772P79u24ePEiUlNTYWFhgbffflunfR8/fhynTp1Cz549UVZWprZO3DNupj5jx45F27ZtYWVlhW+//RabN2+u97UhooYx1BCRztzc3JCamoqPP/4Y5ubm+Pe//40nn3wSFRUV9W5nbm4unbKpa31z+OKLL2Bra4vnn38ehw4dQlhYGIyNjTFy5EgcOnRI4zaenp4wMDBAamqq2vIuXbrA09NTra7e3t4AakKZJsnJyVKZWh9++CFOnToFlUoFlUol9UwRUeMx1BA94rp27QpjY2McO3ZMWnbjxo06T5fUMjc3x/Dhw7F27VocOnQICQkJSEpKAlDTI3PvZcza8PLygrm5OeLj4zWuNzExAQCd9n3t2jW8/fbb+Oijj6Rta8NXRUVFnfuyt7fH008/jXXr1qGkpKTeYzzzzDOws7PTeJn43r17ceHCBYwdO1ZtuZOTEzw9PaVTakT04BhqiB5xbdu2xdSpUzF//nwcPHgQZ86cweTJk2FoWPevhy1btmDz5s04c+YMLl68iG3btsHc3BydOnUCUDNPzZEjR5CTk4P8/Hyt62JmZoYFCxbgP//5D7788kukp6fjzz//xObNmwEAHTp0gLm5ORQKBfLy8lBYWNjgPufOnYvXXnsNrq6uAIBBgwbhq6++QnJyMjZu3IhBgwbVue3HH3+MyspKDBgwADt37kRycjJSU1Oxbds2pKSkwMjICABgaWmJTz/9FN9//z2mT5+O06dP49KlS9i8eTMmT56MF198EaNGjdL6dSCiRtL35VdEpH+3bt0S48ePFxYWFsLR0VG899579V7S/d1334mAgABhbW0tLC0txeOPPy4OHDgglU1ISBC9e/cWpqam913SfS9Nl3S/8847olOnTsLY2Fi4u7uLd999V1q/adMm4ebmJgwNDeu8pLuWQqEQ/v7+oqqqSlpWUlIiRo4cKaysrMSQIUNEXl5evfu4cuWKCA8PF507dxbGxsaibdu2wt/fX7z//vuipKREreyRI0dESEiIsLa2FiYmJqJnz57igw8+EJWVlWrlcM8l3UTUNAyE0GFkGxEREVELxdNPREREJAsMNURERCQLDDVEREQkCww1REREJAsMNURERCQLDDVEREQkCww1REREJAsMNURERCQLDDVEREQkCww1REREJAsMNURERCQLDDVEREQkC/8PFQIpzKb2+yQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "localVlist = list()\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        localVlist.append(v)\n",
    "print(\"Let's plot the local SW Ohio weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"unconstrained\",histtype=\"step\",bins=np.linspace(0.35,0.75,41),\n",
    "        ls = \"dotted\",color=[0.1,0.1,0.1])\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.35,0.75,61),\n",
    "         color=\"black\")\n",
    "plt.legend()\n",
    "plt.xlabel(\"district % GOP\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "52752f0a-f72c-4b27-9a8b-b3f0d8206299",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let's also plot the weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Let's also plot the weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist(LeanAvg,weights=HDwt,label=\"anysplit\",histtype=\"step\",bins=np.linspace(0.2,0.8,61))\n",
    "plt.hist(LeanAvg2,weights=HDwt,label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.2,0.8,61),ls=\"dotted\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "41dc6c37-35b1-42a4-b0fc-b84cf2eb93a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zooming in on Dayton ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is 0.01265\n",
      "Let's plot the Dayton weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"zooming in on Dayton ...\")\n",
    "cList = [10, 11, 18, 28, 54, 56, 67, 74 ]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "x, dx, y, dy, dxx, dyy = -83.9,0.2, 40.4, 0.07, 0, 0.08\n",
    "Pollys = list()\n",
    "for i in range(4):\n",
    "    X, Y = x + i * dxx, y + i * dyy\n",
    "    Pollys.append(Polygon([(X,Y),(X,Y+dy),(X+dx,Y+dy),(X+dx,Y)]) )\n",
    "                  \n",
    "LEANS = [-0.2, -0.1, 0.1, 0.2] \n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,0.5+LEANS[i])\n",
    "    plt.text(p.centroid.x,p.centroid.y,LEANS[i],fontsize=20,ha=\"center\",va=\"center\")\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))\n",
    "\n",
    "localVlist = list()\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        localVlist.append(v)\n",
    "print(\"Let's plot the Dayton weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"anysplit\",histtype=\"step\",bins=np.linspace(0.35,0.75,41))\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.35,0.75,61),ls=\"dotted\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e6c799b6-05c3-43c1-b422-cdf9f4b2ca6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and now NW Ohio ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is 0.11126\n",
      "Let's plot the NW weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"and now NW Ohio ...\")\n",
    "cList = [85, 19,25,34,47,86,61,71,21,38,73,69,16,87,31,68,62 ]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))\n",
    "localVlist = list()\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        localVlist.append(v)\n",
    "print(\"Let's plot the NW weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"anysplit\",histtype=\"step\",bins=np.linspace(0.35,0.75,41))\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.35,0.75,61),ls=\"dotted\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ca428ec2-8e34-4229-9494-3624058bf336",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and now NE Ohio ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is 0.01601\n",
      "Let's plot the NE weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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QoEG8//77NdsLCwuZMGEC7du3JywsjB49evD66683+mfwRJIaIYQIJnabujVid9ODkDwAHj5a949+IDCaVUJi9FPZBKcT7FW142saUFBQwGeffcZdd91FWFjd+lTJyclMmDCBlStX0lSVjR5++GGmT5/O3r17GTVqlE/nWLBgAW+++SavvPIKu3fvZubMmdx44418+eWXADz66KPs2bOHTz/9lL179/Lyyy+TkJDQJO13R24/CSFEMMnercZ9TP1S9SoEi+IT8M3z8Kt7/bMGz+nvvXqfDxw4gNPppE+fPprb+/TpQ2FhIbm5uSQmqtuCL730Ev/4xz/q7FdVVXVW9a5mzJjBH//4x4Z/DjcsFgtPPfUUGzZsYPjw4QB07dqVr7/+mr///e+MHDmSY8eOce6553LeeecBeOz1aSrSUyOEEMEkNg3GvVt7C6W+vANqYKy7gcRtlaUUjnytoj/EdII/vFR7W+ssedMTM2HCBDIzM+s8Hn/88bM6tjrR8NXBgwcpLy/nt7/9LRERETWPN998k0OHDgFw5513smLFCtLT03nwwQfZtGlTo17zbEhPjRBCBJOwGOh9hfvtIaFq3EmgVfBO7A13Nf8f1Rrt4uDcCWe9e/fu3dHpdOzdu5drrrnGZfvevXuJjY2lffv2Nc9FR0fTvXv3OvtV9+I0JDw8vM73er3eJaGy2dwPci4tVcnhJ598Qmpqap1toaHqd+d3v/sdR48eZe3ataxfv55LL72Uu+++m2efffas2ugL6akRQohgUpYH215TUUtMJ/jDi173MIh6KgrVdPDqNWwaEB8fz29/+1teeuklKioq6mzLysrinXfeYezYseh0uuZoLe3btycrK6tOYpOZmel2/759+xIaGsqxY8fo3r17nUfHjh3rnPfmm2/m7bffZtGiRSxZsqRZ2l9NkhohhAgmxSfgk/tV1GK3qRIK7gYSt1XZu2FhHxX9ofAorLpFxbP04osvYrFYGDVqFP/97385fvw469at47e//S2pqan8+c9/brbmXnzxxeTm5vLMM89w6NAhFi9ezKeffup2/8jISO6//35mzpzJsmXLOHToEDt27OCFF15g2bJlAMydO5d//vOfHDx4kN27d7NmzRq3Y4aaiiQ1QggRTDqkw7wC94NXs3fDwl7+++PvL+3ioedldWte5eyrTe5slWo1YMsZ9X1jVx0OjYSHj3s1i6xHjx5s27aNrl27MmbMGLp168bUqVO55JJL2Lx5c7OsUVOtT58+vPTSSyxevJhBgwaxdetW7r//fo/HPPHEEzz66KMsWLCAPn36cPnll/PJJ5/QpYta48dkMjF79mwGDhzIr3/9awwGAytWrGi2nwFA52yq+WGtXElJCdHR0RQXFxMVFdXSzRFCiNapslitptvpgtq1WtqYyspKDh8+TJcuXerOBPrPAtjxJty3V33/0ghIu1BVJc8/pGpe3bxGraj8zd/Uej0P/9zT8o8MNdboDy+qxGhhL7jhPeg5CrYuhc/mwKO5at9lV6v1ba57zb8/eBvm9t8M7/5+S1IjhBDBJP8QrL0frng2YOs7uf0DeSZLlUFI6qe+z9kHoRFqiretUhXxjO+mellKc9QChNU9LXkH1ODpmE6qpyZ7t1p12BytempKTtYu0pd/SC3M526GmXDRVEmNzH4SQohgotOrP9o6N6MPyvLUANd+16jehkASmawe1RJ7135tNNe9JReRWLdMREKP2q+rVx2uFp5Q970K0GSxLZAxNUIIEUziusCYN2trG9VXclLdSik56d92CdEEpKdGCCGCicMOVZUQYq4tzPhLKYNqx4YI0cZIT40QQgSTrJ3wVIe6M3uECBCS1AghRDCJ6QTXvup+cb38Q2r2Tv4h/7arGQTJPJiA0FT/VnL7SQghgkm7OBhwnfvteoMa9Kp1a6qNMBhU261Wq0vFa9E6lZeXA2A0Ght1HklqhBAimJQXwIH10OO3KsGpLzatza+vEhISQrt27cjNzcVoNKLXy02J1srpdFJeXk5OTg4xMTE1CamvJKkRQohgUnQMPpoKU7/UTmocdrCWgSm8zfbW6HQ6UlJSOHz4MEePnn2ZAtFyYmJiSE5ObnjHBkhSI4QQwSR5IDySA3o33fxZO2HJSJX0uCul0AaYTCZ69OiB1Wpt6aaIBhiNxkb30FSTpEYIIYKJXg/6UPfbYzvD9W+o2Mbp9XqX1WlFYPPpRuPixYtJS0vDbDYzbNgwtm7d6nH/VatW0bt3b8xmMwMGDGDt2rV1ts+fP5/evXsTHh5ObGwsGRkZbNmypc4+BQUFTJgwgaioKGJiYpg8eTKlpaW+NF8IIYJXwWFYMUFFLWGxajXhsFj/tkuIJuB1UrNy5UpmzZrFvHnz2LFjB4MGDWLUqFHk5ORo7r9p0ybGjx/P5MmT+e677xg9ejSjR49m165dNfv07NmTF198kZ07d/L111+TlpbGZZddRm5u7QJQEyZMYPfu3axfv541a9bw3//+l6lTp/rwIwshRBBzOsBuVVFLeQF8946KQrQxXhe0HDZsGOeffz4vvvgiAA6Hg44dO3LPPffw8MMPu+w/duxYysrKWLNmTc1zF1xwAenp6bzyyiuar1FdvGrDhg1ceuml7N27l759+/K///2P8847D4B169ZxxRVXcOLECTp06NBgu6WgpRBCnIVTmQExpkYEDm/+fnvVU2O1Wtm+fTsZGRm1J9DrycjIYPPmzZrHbN68uc7+AKNGjXK7v9VqZcmSJURHRzNo0KCac8TExNQkNAAZGRno9XqX21TVLBYLJSUldR5CCCEakDIIHs2vrTgtRBviVVKTl5eH3W4nKSmpzvNJSUlkZWVpHpOVlXVW+69Zs4aIiAjMZjPPPfcc69evJyEhoeYciYmJdfYPCQkhLi7O7esuWLCA6OjomkfHjh29+VGFECIwncqE+dEqatHpwBCiohBtTKtZkeiSSy4hMzOTTZs2cfnllzNmzBi343TOxuzZsykuLq55HD9+vAlbK4QQbVR0R/j98ypqKfgJlo9TUYg2xqukJiEhAYPBQHZ2dp3ns7Oz3S6ak5ycfFb7h4eH0717dy644AJeffVVQkJCePXVV2vOUT/BqaqqoqCgwO3rhoaGEhUVVechhBBBLzwehtysohABxqukxmQyMWTIEDZu3FjznMPhYOPGjQwfPlzzmOHDh9fZH2D9+vVu9//leS0WS805ioqK2L59e832zz//HIfDwbBhw7z5EYQQIrhVFMKej1XUEtcVblihohBtjNe3n2bNmsXSpUtZtmwZe/fu5c4776SsrIxJkyYBMHHiRGbPnl2z//Tp01m3bh0LFy5k3759zJ8/n23btjFt2jQAysrKmDNnDt9++y1Hjx5l+/bt3HrrrZw8eZLrr78egD59+nD55ZczZcoUtm7dyjfffMO0adMYN27cWc18EkII8bPCo/DeTSpqcTrBXqWiEG2M1ysKjx07ltzcXObOnUtWVhbp6emsW7euZjDwsWPH6hQPGzFiBMuXL+eRRx5hzpw59OjRg9WrV9O/f39AVVPdt28fy5YtIy8vj/j4eM4//3y++uor+vXrV3Oed955h2nTpnHppZei1+u59tpref755xv78wshRHBJ6g8PHoZQN7fkT38vU7pFm+X1OjVtlaxTI4QQZ6G8APZ/Cr1+p13wUgg/a7Z1aoQQQrRxhUfggykqamkXB+dOkIRGtEmS1AghRDCxV0HJKRW1VBTC7o/cDyQWohWTpEYIIYJJQneY9ImKWgqPwqpb3A8kFqIV83qgsBBCiACWPAAePg6m8JZuiRBek54aIYQIJqd/gD+nqKhFbwBzlIpCtDGS1AghRDCJTIFL56mopfAIvH+r+4HEQrRicvtJCCGCSUR7uOAO99sddijLU1GINkZ6aoQQIphUlsDBDSpqie8GN3+sohBtjCQ1QggRTAp+grevlSrcIiBJUiOEEMEksS/M3KOiltPfwxPtVRSijZExNUIIEUxCTBCd6n57VCqMekpFIdoY6akRQohgUnQc/jVdRS3hCTB0iopCtDGS1AghRDCxVahbS7YK7e2VxfDjZyoK0cZIUiOEEMGkfU+Y+oWKWgoOw/IxKgrRxsiYGiGEELWS+sF9+6FdfEu3RAivSU+NEEIEk6xd8ExXFbUYjBCZrKIQbYwkNUIIEUzC28Pwu1XUUnQM/jlNRSHaGLn9JIQQwSQyCS66z/32Kgvk7lNRiDZGkhohhAgmllLI2gnJAyA0wnV7Qg+4bYP/2yVEE5DbT0IIEUzyD8Lrl6soRICRpEYIIYJJ+94wbZuKWrJ2wtOdVRSijZHbT0IIEUyMZnWLyZ2IJLholopCtDHSUyOEEEXHIe9A7fdZO6E0R31tOeO+pEBbVHwS1s1RUUtEIvxquopCtDGS1Aghgpu1DL78P/jojtrn3rgKvn9XfX1wAyzqHziJjeUMHNqoorvth79yv12IVkzndDqdLd0IfygpKSE6Opri4mKioqJaujlCiNakLA8qCmtvy2TtVLdfIhKhLB8KDkHyQHXrJtCdyoQlI2Hql9AhvaVbI4RXf79lTI0QIrjZbeCogti02ueSB9R+HR6vHsGifW+4ZwdEpbZ0S4Twmtx+EkIEt+zdsLCXilqKT8DaB1UMBNl74LkBKmoxmiG+W3D0SomAI0mNECK4xXWBG95TUYulFI58rWIgCIuFgWNU1BJoSZwIKjKmRgghRK2cffD+rXDda5DoZi0bIfzIm7/f0lMjhAhuZXmwdamKwcBargYDW8u1tyf2hrs2SUIj2iRJaoQQwa3kJHw2R0Ut2bthYR/3Y27amrwf1eymvB9buiVCNDlJaoQQwS1lEDyaq6KWdvEweKKKgSChp5qundBTe3ugJXEiqMiUbiGE8CQyGS6Z3dKtaDqmdp7Xnwm0JE4EFempEUIEt/xDsOxqFbVYy+DkdhUDQclp2PiEilqqk7jIZP+2S4gmIEmNECK46Q0QnqCilrwDsPQ3dWtDtWUVhfDDeypqCbQkTgQVmdIthBCe2CpUL058NzCGtXRrmp+USRCtjJRJEEKIs+Wwq14JU7h2b40xDJL7+79dLaV9L7jjG5XECdHGyO0nIURwy9oJT3dUUUvJKdgwX8VAkLMPFg9TUUt1EhcMvVIi4EhSI4QIbrGd4fo3VNRSWQy7V6sYCEIjodulKmoJtCROBBUZUyOEEKJWzl54dzyMfxcS+7R0a4Ro/jIJixcvJi0tDbPZzLBhw9i6davH/VetWkXv3r0xm80MGDCAtWvX1myz2Ww89NBDDBgwgPDwcDp06MDEiRM5darup4S0tDR0Ol2dx9NPP+1L84UQolZ5AXz3jorBwFapZnLZKrW3J/aB6ZmS0Ig2yeukZuXKlcyaNYt58+axY8cOBg0axKhRo8jJydHcf9OmTYwfP57Jkyfz3XffMXr0aEaPHs2uXbsAKC8vZ8eOHTz66KPs2LGDDz/8kP3793P11Ve7nOvxxx/n9OnTNY977rnH2+YLIURdRcfgn3epqCVnL7wwRMVAkLsPXjxPRSECjNe3n4YNG8b555/Piy++CIDD4aBjx47cc889PPzwwy77jx07lrKyMtasWVPz3AUXXEB6ejqvvPKK5mv873//Y+jQoRw9epROnToBqqdmxowZzJgxw5vm1pDbT0IITU6nmgGlN4BO57q9+CRseRmG3QnRqf5vX1OzlKpB0ckDIDTCdXvOXlh5I4x9W3prRKvQbLefrFYr27dvJyMjo/YEej0ZGRls3rxZ85jNmzfX2R9g1KhRbvcHKC4uRqfTERMTU+f5p59+mvj4eM4991z+8pe/UFVV5fYcFouFkpKSOg8hhHCh04EhRDuhAZXIXPZkYCQ0oBKZzsO1ExqA0Cjo9TsVhWhjvEpq8vLysNvtJCUl1Xk+KSmJrKwszWOysrK82r+yspKHHnqI8ePH18nI7r33XlasWMF//vMfbr/9dp566ikefPBBt21dsGAB0dHRNY+OHTue7Y8phAgmBT/B8nEqarFVqN4LW4V/29VczmTDVwtV1BJoSZwIKq1qSrfNZmPMmDE4nU5efvnlOttmzZrFxRdfzMCBA7njjjtYuHAhL7zwAhaLRfNcs2fPpri4uOZx/Phxf/wIQohAk7sfXrpAxUBQlgubF6uoJdCSOBFUvEpqEhISMBgMZGfXzfCzs7NJTtYufpacnHxW+1cnNEePHmX9+vUN3jcbNmwYVVVVHDlyRHN7aGgoUVFRdR5CCOEirivcsEJFLfHdYfJ6FQNBcn948Cf3qyQHWhIngopXSY3JZGLIkCFs3Lix5jmHw8HGjRsZPny45jHDhw+vsz/A+vXr6+xfndAcOHCADRs2EB/fcMn7zMxM9Ho9iYmJ3vwIQghRl9MJ9ioVtYRGQMeh7segBJpAS+JEUPH69tOsWbNYunQpy5YtY+/evdx5552UlZUxadIkACZOnMjs2bNr9p8+fTrr1q1j4cKF7Nu3j/nz57Nt2zamTZsGqITmuuuuY9u2bbzzzjvY7XaysrLIysrCarUCarDxokWL+P777/npp5945513mDlzJjfeeCOxsbFN8T4IIYLV6e/hiXgVtZzJgi//omIgyP0RllysopZgS+JEQPG6oOXYsWPJzc1l7ty5ZGVlkZ6ezrp162oGAx87dgy9vjZXGjFiBMuXL+eRRx5hzpw59OjRg9WrV9O/v+r6PHnyJB9//DEA6enpdV7rP//5DxdffDGhoaGsWLGC+fPnY7FY6NKlCzNnzmTWrFm+/txCCKHEdII/vKSilrI8+N9SNSMoUvs2e5tiDIOUQe5rO53Jgh1vweCbAuPnFUFFyiQIIYSolbUL3v4j3PhhcFUnF61Ws5dJEEKIgFFRCLs/UjEYVFnVgoJVVu3tyf3h/h8loRFtkiQ1QojgVngUVt2iopbc/fDKRYEzGyhnDzzXV0UhAowkNUKI4JY8AB4+rqIWYzs1cNbYzr/tai5xXeHGD9xPYQ+0JE4EFa8HCgshREDRG8Ds4T59TEe4cqH/2tPczFHQPcP99kBL4kRQkZ4aIURwKzwC79+qopYqi7o1VaW9enmbU5oL376iopbqJC5GSsuItkeSGiFEcHPY1bRth117e85e+NtAFQPBmdOw8TEVtQRaEieCikzpFk3uZFEFhWVuZlYAseEmUmPcrJEhRGtTWQInt0PqEM+3qQLFqUxYMhKmfgkd0lu6NUJ49fdbxtSIJnWyqIKMhV9SYXPzqRcIMxrYcN9ISWxE22COgm6XtHQr/CeuK9y02v1AYiFaMUlqRJMqLLNSYbOzaGw63RNdl1k/mFPKjJWZFJZZJakRrcPp7+EfGXDbBrXSbn2lOfDDezBwDEQEQK25vIPwr+nw+79BgkZ9p2BL4kRAkaRGNIvuiRH0T41u6WYI0bCoVBj1lIpazmTBF09Dl18HRlJjCIGoDipqCbQkTgQVSWqEEMEtPAGGTnG/PWUgzDnhv/Y0t9g0uHap++2BlsSJoCKzn4QQwa2yGH78TMVgYK+C8gIVtVQncSkD/dsuIZqAJDVCiOBWcBiWj1FRS94BeHWUioEgexc800VFIQKMJDVCiOCW1A/u26+iFoNJzQQymPzbruYS2xnGvKWilkBL4kRQkTE1QojgZjBCZLL77bGd4ZqX/dee5hYWC32vdr890JI4EVSkp0YIEdyKjsE/p6moxW5TKw7bbf5tV3Mpy4fty1TUUp3EuevJEaIVk6RGCBHcqiyQu899WYDs3fCXbioGguLj8K97VdQSaEmcCCqS1AghgltCD7XwXkIP7e2xaTDuXRUDQYd0mF/svgRCoCVxIqjImBohhPAkLAZ6X9HSrfCfQEviRFCRnhohRHDL2glPd1ZRS1kebHtNxUCQfwjeuV5FLdVJXFiMP1slRJOQpEYIEdwikuCiWSpqKT4Bn9yvYiDQ6dXMJp2by3+gJXEiqMjtJyFEcItIhF9Nd7+9QzrMK/Bbc5pdXBcY94777dVJXIfBqoSEEG2IJDVCiOBmOQOnMlXyEhrZ0q1pfg4HOGygN4Jeo7cm0JI4EVTk9pMQIrjlH4JlV7kfY5J/CN66xv32tibrB3gyUUUhAowkNUKI4Na+N9yzQ0UtOr3qwXE3BqWtiekE1yxRUUugJXEiqMjtJyFEcDOaIb6b++1xXWDMm/5rT3NrFweDxrrfHmhJnAgq8lsrhAhuxSdg7YPuZzc57GAtUzEQlBfAzvdV1FKdxMV18W+7hGgCktQIIYKbpRSOfK2ilqyd8FQH9+vYtDVFx+CDye5rXQVaEieCiiQ1Qojgltgb7tqkopaYTnDtq+7HoLQ1yQNgzikVtQRaEieCioypEUIIT9rFwYDrWroVTUdvAFO4++2BlsSJoCI9NUKI4Ja9Gxb2cV/AsbwAvl/pfgxKW1NwGN6bqKKW6iSuXZx/2yVEE5CkRggR3NrFw+CJKmopOgYfTXU/BqWtcTrUgoNOh/b2QEviRFCR209CiOAWmQyXzHa/PXkgPJKjVuANBPHd4KaP3G+vTuKmfim9NaLNkaRGCBHcrGXk/PQ9ueYuOI3tNHeJDTeRGhMkHduBlsSJoCJJjRAiqOUc2UXiit8xyfJndjtd12bpqMtmrmk5hltfJLmzmxlSbcmpTFj6G5jyuarzVJ9eD/pQf7dKiCYhSY0QIqjlhqYx0fI0d117GV1TXKtSn/5pN4Z/2ygps5DcAu1rctHnwJXPqqil4DD8+xG47ElZgE+0OZLUCCGCmjPEzD5nJ7qmJNA/NVpjj35cZXuQNdFp/m5a8whPgPNudb/d6QC71f1AYiFasSC5SSyEENpCyrJ4MGQFIWVZzfcipzKhLE99XVGkvrfbmu/1PKkogn1rVdQS3w0mrPJcD0uIVkqSGiFEUDNYirlCvwWDpVhzuzlvJ0fMN2DOa8QKu0t/A3s/Vl8f3QRLRkKl9us1u8IjsGK8ikIEGElqhBBBzRLXi4utz2GJ66W53RaRykO2KdgiUn1/kSmfQ5+r1dedR6jp0pXF8NGdUHjU9/P6IqkfPHBIRS2nMmF+tIpCtDGS1AghhAd2cxwr7ZdgN/uwZkv+IXjrGgiNVGNZAMJi1KwjpwMKflLjV/zJYFRtMbiZsh3dEX7/vIpCtDE+JTWLFy8mLS0Ns9nMsGHD2Lp1q8f9V61aRe/evTGbzQwYMIC1a9fWbLPZbDz00EMMGDCA8PBwOnTowMSJEzl16lSdcxQUFDBhwgSioqKIiYlh8uTJlJa6qaorhBBnKbRgPxtN9xFasF9zu95SxCj9VvSWIu9PrtOrhEancalN6AGTP1PRnwqPeu4hCo+HITerKEQb43VSs3LlSmbNmsW8efPYsWMHgwYNYtSoUeTk5Gjuv2nTJsaPH8/kyZP57rvvGD16NKNHj2bXrl0AlJeXs2PHDh599FF27NjBhx9+yP79+7n66qvrnGfChAns3r2b9evXs2bNGv773/8ydepUH35kIYSoZTdFscExGLspSnO76cxx/m5ahOnMce9PHtcFxrzZuqZG262ee4gqCmHPxyoK0dY4vTR06FDn3XffXfO93W53dujQwblgwQLN/ceMGeO88sor6zw3bNgw5+233+72NbZu3eoEnEePHnU6nU7nnj17nIDzf//7X80+n376qVOn0zlPnjx5Vu0uLi52As7i4uKz2l/4ZueJImfnh9Y4d54o8mm7EP7W4O/ssTznwIdWOHcey/P+5PYqp9NSqmJ9p753Ov+cqmJrcvI7p3NelIpCtALe/P32qqfGarWyfft2MjIyap7T6/VkZGSwefNmzWM2b95cZ3+AUaNGud0foLi4GJ1OR0xMTM05YmJiOO+882r2ycjIQK/Xs2XLFs1zWCwWSkpK6jyEEKI+XVUlPXQn0FVVau+gD6GYCND7sKxX1k54qoOK9UUmw8UPq9iaJPWHBw+rKEQb41VSk5eXh91uJykpqc7zSUlJZGVpr/GQlZXl1f6VlZU89NBDjB8/nqioqJpzJCYm1tkvJCSEuLg4t+dZsGAB0dHRNY+OHWXQmxDCVWjRAdaHPkho0QHN7caSY7xkXISx5Ocq3ad/gNJc9XVlCRR5uC0V0wmufVXF+iISYcQ0Ff3p9A/w1DkqajGEqEKWBlmbVbQ9rWr2k81mY8yYMTidTl5++eVGnWv27NkUFxfXPI4f9+F+uBAi4Fmju/JHy3ys0V21d9AbiNOdwWEMV9+/Ngp2faC+3v8pLOrvPrFpFwcDrtOudl1ZAof+o6I/NdRDVHgEPpgi69iINsmrpCYhIQGDwUB2dnad57Ozs0lO1v4PkpycfFb7Vyc0R48eZf369TW9NNXnqD8QuaqqioKCArevGxoaSlRUVJ2HEELU5zCGs8PZszZpqccWkcrt1pnYw36eDXTrZ9D/WvV19wy4/b8QkaR5LOUF8P1KFesr+AneGq2iPzXUQ2SvgpJTKgrRxniV1JhMJoYMGcLGjRtrnnM4HGzcuJHhw4drHjN8+PA6+wOsX7++zv7VCc2BAwfYsGED8fHxLucoKipi+/btNc99/vnnOBwOhg0b5s2PIIQQdYSUZzPN8BEh5dlu9ykmovablIEQ0V59HR4PKYMgxKR9YNEx+GiqivUl9oHpP6joTw31ECV0h0mfqChEG+P17adZs2axdOlSli1bxt69e7nzzjspKytj0qRJAEycOJHZs2fX7D99+nTWrVvHwoUL2bdvH/Pnz2fbtm1MmzYNUAnNddddx7Zt23jnnXew2+1kZWWRlZWF1aqmHPbp04fLL7+cKVOmsHXrVr755humTZvGuHHj6NChQ1O8D0KIIGWoKGBiyHoMFRq9KQ0pOg7/mu7+9lPyQHgkR8X6QkIhtrOK/tRSPURC+IHXSc3YsWN59tlnmTt3Lunp6WRmZrJu3bqawcDHjh3j9OnTNfuPGDGC5cuXs2TJEgYNGsT777/P6tWr6d9fjaw/efIkH3/8MSdOnCA9PZ2UlJSax6ZNm2rO884779C7d28uvfRSrrjiCi688EKWLFnS2J9fCBHkLPF9GGp5CUu8Dz0mtgo4/b2KWvR6lbToNS61Rcfhk/s8DzRuDg31EJ3+Af6c4n4gsRCtmE/D26dNm1bT01LfF1984fLc9ddfz/XXX6+5f1paGk6ns8HXjIuLY/ny5V61UwghmlX7njD1C/fbCw7Dvx+By550XYDPVg7Ht6roT9U9RO5EpsCl81QUoo1pVbOfhBDC30ILD7DGNIfQQu0p3Y3idKiVe50O123te8EdX6noTw31EEW0hwvuqB03JEQbIkmNECKoOYzt2OHogcPYzvuDs3bBM11V1BLfDSasUrG1aKiHqLIEDm7w/1RzIZqArK4khAhqtohU5lZNYk1EqvcHh7eH4Xer6K2sXdjfvIafLn/L7Xie2HATqTFh3p/bk+oeIncKfoK3r4WpX6pq4kK0IZLUCCGCms5u4RxdLjq7xfuDI5Pgovvcbz+VCUtGaiYIp+0RvFd6MW8vP0gu+ZqHhxkNbLhvZNMnNp4k9oWZe3xL1IRoYZLUCCGCWmjhj3wdOp2Dhd2hk5clCyylqq5T8gAIjXDdHt0Rfv+8ivXkE8tz1tEsGptO90TXYw/mlDJjZSaFZdamTWqydsHbf4QbP4RkjfpOISaI9qHXSohWQMbUCCGCmjUqjQnW2Vij0rw/OP8gvH65ilrC42HIzSrWo7eVMVj3Iz1jdfRPjXZ5aCU6TSI8Ac6foqKWhtbeEaIVk6RGCBHUHKZIvnEMwGGK9P7g9r1h2jYVtVQUwp6PVazHVPwTH4bOx1Ts50XwIpNh5APuaz81tPaOEK2YJDVCiKBmKM9lsuETDOW53h9sNENCDxW1FB6F925SsR5LTA9+a3kGS0wP71+3MSylavaTpVR7e/XaO+17+rVZQjQFSWqEEEHNWJHDjJAPMVbkNLxzfcUnYd0cFbUk9YcHD6tYjzPEzAHnOThD3CREzSX/ILz6W/e3zIRowySpEUIEtcr4fgywvEplfD/vD7acgUMbVdRiCIF2cSrWE1J6mtkh7xBSelrjwGbUvhfc9a37Rf8aWntHiFZMkhohhPBVYm+4e4uKWgqPwAdTVKzHYC0hQ78Dg9XPi9wZw1TdJ6ObGVWNWXtHiBYmSY3QVlmi1tio+nntjqLjkLu/dvuZrBZplhBNzVR0iFWm+ZiKDjX9ye1VUHJKxXoscb241LoQS5yfyyQUn1T1qNzdMqteeycyyb/tEqIJSFIjtJ3crhYNq05evlkEH9ymvi7Lg7//WqZ8ioDgNJg46kzGaTB5f3D2HnhugIpaErrDpE9UbC0sJbD/UxU1t5fC0c3uBxIL0YpJUiO0pQ5Rq6BWT/v81Qy49h/qa0cVDLgeDMYWa54QTcUW2ZH7bXdgi3RdIK9BYbEwcIyKXgot2M8XppmEFuxveOemlNgH7tmuopaG1t4RohWTpEa4Ks2BHW9CVAcICVXPxXSsHVgYmQyj/ux+nQsh2hKHjThKwGHz/tioFLj0URW1nP4B/pyiYj320GjWOoZhD432/nWbU0Nr7wjRiklSI1ydyYIvnnY/bqahdS6EaEPMBfvYYb4Dc8E+7w+2lquxZ1Y3Fa8jU+DSeSrWUxWezDNV46gK9/OHg5y98Ld0FbU0tPaOEK2YJDXCVcpAmHNCRS2yzoUIINbITtxmvQ9rZCfvD877UY09y/tRe3tEe7jgDhXr0VVV0lt3DF1Vpfev2xjmaOg3WkUtDa29I0QrJkmN8F5D61wI0YY4QqPZ4BiCw5fbQAk91dizBDer71aWwMENKtYTWnSAdaEPE1p0wPvXbYyoDpAxX0UtDa29I0QrJkmNcJV3AF4dpaKWhta5EKINMVTkc4NhI4aKfO8PNrXjZLte7Mq1setkscvj4P4f4O1rocC1vpMluhtXW57AEt2tCX4KL9gq1MJ67mo7NbT2jhCtmOsyl0IYTBDXVUUtxSdhy8sw7E6ITvVv24RoYsayUzwe8jpHyv4IdPXq2NMnDvOvJY/xmjWDHFxnQBmpItX4Eu+EdqH+/xSnsR0/OLvhNLbzvfG+yN2vbplN/RI6pPv3tYVoZpLUCFexneGal91vr17nIn0CuFyqhWhbKhMG0N3yNmsSBnh9bGlhLlfpvqLH724hqfu5LtsP5pQyY2UmhZWu/1NCyrOZEfI+IeU9AD/OgEroAVM+V1FL9h5YPhZuWAlJff3XLiGagCQ1wpXdBpXFaiCh1lo01etcCBHkLHG9+K3ledZ0P5f+qa6JibH0JE+F/ANjaRfqJy6GykLGGr6gtPIO/zS2milcrUPlTiPW3hGipcmYGuEqezf8pZuKQgQ4U/Fh3jQuwFR8uMnPrauqoJ/+CLoq1/ErlrjeDLe8iCXOz2NXzmTBfxa4X7KhobV3hGjFJKkRrmLTYNy7KmppaJ0LIdoQp07PGcJw6ry/HIYW/sg600OEFv4Itkq1Zk31+k1nstHZbfzB+iTWGN/LJBw+lcPB779m99Fsdp0sZt+P+zmwcysni9wM9G1Ieb5aXLPczcDohtbeEaIVk6RGuAqLgd5XqKiloXUuhGhDbFGduds2A1tUZ6+PdRjD+drRnypzPBQfVwNws3aqjZlv02XteLfHhhb+yKfVCZGG2HATYUYDSz/8lO4fXcl9r3zIVS98zedvPolx1Y1kLPzSt8QmqR/ct1dFLQ2tvSNEKyZjaoSrsjzY+zH0uRrCE1y3V69zIUQgcNgJoxIcdq8PtUWk8peqsVwQFg/RoWpGUfzPvTLpN3I4+lewXLtHxGGM4FtHX0YYIzS3pxqK2TJiK1md/8BB2ycsjOmBM8RMSFl3Dp0+TcWnZRSWWUmN8X5phZNFFRSWWTW36aqSaX/Dv0l0t/aOEK2YJDXCVfEJ+OR+6DBYO6mxVUD+IYjvJmvViDbPXLCHveZbOVjwCXS80OvjLfy89IHRXHeKdGQSlngz8LXmcbaIDjxWdTNrItwsgleeT9Sed4kafC0k/bJd0RgsxWw03YGj4E1IHepVe7MPZVL65k3MsE7joPMczX3CjAY23Kcj1YfC5UK0JElqhKsO6TCvwP12WedCBBBbREfutU7jzggfqnQ3gq6qks66rJ/LJGjcyq2+TaTBboric8dgRpqivH7doqpQNtn78MDvh5Da2XVa94mjP3Fg7SLO5HSBGFk1XLQtktQI7zW0zoUQbYjdHMPHjhFMNcf49XVDiw7wZegsDhb1gs5JXh1bFZHCgqoJ/CrC+xlKNT1EnXtoTkMPLbDR3/A1FZZir88tREuTgcLCVf4heOsaFbVUr3NhCvdvu4RoBobKIkbrv8ZQWeTX17VGdWGc9RGsUV20d8jZBy+NULEeXVUlPXQnfCqGWbeHyJUlrhcXWp7HEie9NKLtkaRGuNLpITRSRS0NrXMhRBtiLD3OItNLGEuP+/V1HSY1UNhh0h4oTGgEpF2oYv1NRQdYH/qgT8Uwq3uI/F5IUwg/kKRGuIrrAmPeVFFLQ+tcCNGGVMb3o2flMirj3UxxbiaG8lymGv6FoTxXe4foc+CKZ1SsxxrdlT9a5mON9q5WFTTcQxRa+CP/Nj3gdqq5EK2ZJDXClcMO1jL3U1wbWudCiLZEp8eK0X3PZDMxVuRyV8jHGCvcJDW2SnUL2OZ6m8hhDGeHsycOo/e3gBvqIbIbI/mvYyB2Y6TX5xaipUlSI1xl7YSnOtQuIiZEADOWHOUV43MYS44222sczCll18niug97J9ItS6mMd1M0MncfvDBYxXpCyrOZZviIkPJsr9vSUA9RVUQKT1bdRJUPg5CFaGky+0m4iukE176qopacffD+rXDda5Do57o1QjQxndOJCRs6p7PJz129KvCMlZma28OMBmLD3SwGE98Nbl6jYj2GigImhqynuOI2r9tU3UOUV3Ez4Fq+QVdVSVfdKfdTzYVoxSSpEa7axcGA69xv9zCAUYi2xhqdxq22B1kTndbk506NCWPDfSM1V+81FR0i7av7MVV1AzSWRwiNhC4XaZ7XEt+HoZaXWBPfx+s2Vcb3Jd2ylDVueohCiw7weej9HCzq4/VUcyFamiQ1wlV5ARxYDz1+qxKc+qoHMArRhrgrDXAwp7RZXzc1Jky7lEF4AqT0hZBQ7QNLc+D7d2HQeIhIbNY2/pI1uivXWebyuA+DkIVoaZLUCFdFx+CjqWrFYK2kxlYJJSchKlUtDS9EK3eyqIKMhV9SYXMd/N5Pd5gj5j+RU/ZvYJj/GhXTCf7wovvtpdnw1V+h229ckprQwgOsMc0htPBVSD3Pq5c1FR3iQ9NcTEVLIXWwy3aHMZxtzt4+DUIWoqVJUiNcJQ+ER3JAb9TenrtPyiSINqWwzEqFzc6isel0T6x729RQ2ZfC02YSU13HlzQru00ti9AuHgwa/9eSB8DD2oOXHcZ27HD0YJixndcv6zSE8qPjHM41aPcQhZTncJfhn4SU90TG1Ii2RmY/CVd6veoS17v59fAwgFGI1qx7YgT9U6PrPPp060LshbdBeLx/G5O9Gxb2UtFLtohU5lZNwhaR6v2xkefwcNVUbJHaxSwNFflMDlmLoULWoRJtj09JzeLFi0lLS8NsNjNs2DC2bt3qcf9Vq1bRu3dvzGYzAwYMYO3atXW2f/jhh1x22WXEx8ej0+nIzMx0OcfFF1+MTqer87jjjjt8ab5oSMFhWDFBRS3VAxhDZR0LEQAqCmHPxyr6U1wXuOE994tc5h2Af2SoWI/ObuEcXS46u8X713XYaE8hOGyamy3xfRhi+TsWHwYhC9HSvE5qVq5cyaxZs5g3bx47duxg0KBBjBo1ipycHM39N23axPjx45k8eTLfffcdo0ePZvTo0ezatatmn7KyMi688EL+7//+z+NrT5kyhdOnT9c8nnlGBqs2C6cD7FYVtZTmwDd/U1GItq7wKLx3k4r+ZI6GnqNU1BISCu17aw4kDi38ka9Dp/u06q+5YB//M9+NucB1/Rsh2jqvk5q//vWvTJkyhUmTJtG3b19eeeUV2rVrx2uvvaa5/9/+9jcuv/xyHnjgAfr06cMTTzzB4MGDefHF2gFyN910E3PnziUjI8Pja7dr147k5OSaR1RUlLfNF2cjvhtMWOX+9lL1AMZS7xf+EqLVSeoPDx5W0QOtBfQaNXOqLA+2LlVRS/VAYo31oqxRaUywzsYaleb1y1qjOjPJ+gDWqM6a201FB/mn6RFMRQfdnyT/EBQeUV877HAq0/89XUJo8GqgsNVqZfv27cyePbvmOb1eT0ZGBps3b9Y8ZvPmzcyaNavOc6NGjWL16tVeN/add97h7bffJjk5md///vc8+uijtGvn/UA50UgeBjAK0eYYQrRn+f2sUQvoeVJyEj6bAx2Hqund9XkYSOwwRfKNYwAOk/e3gB2mKP7jOJf7TNofCp0hYex2pDEkRGMaerU1M1Wbr3tNlVRZMhKufwO6jIT9n0Kv33l8T4VoLl4lNXl5edjtdpKS6i7IlJSUxL592l2ZWVlZmvtnZXlX4fmGG26gc+fOdOjQgR9++IGHHnqI/fv38+GHH2rub7FYsFhq7zeXlJR49XpB7VSmzG4SwaPwCHz+Z/jNnyA2zWWzpwX0QCU9muvQNCRlEDzqpu4TqAHEbv4fGspzmWz4BEN5L7ydoWSoyOcmw78xVPTRPNYWkcqcqttY42kQ8lXPgd6gvjaFqzbGdla38P55l/vlIIRoZm1mSvfUqVNrvh4wYAApKSlceumlHDp0iG7dXG+TLFiwgMcee8yfTQwc0R3h98+rqCXvAKy+E0a/DAkaK6EK0ZbYq6DklIpuuF1Arzl5GEhsrMhhRsiHZFfciFapA0+MZad5JORtjpeNAVwX2NPZrSSTj86ukcSd/l4NXr5tg0rKQCU31UmXOQYeza9NeITwM6/G1CQkJGAwGMjOrjuWIjs7m+TkZM1jkpOTvdr/bA0bphbJOnhQ+77v7NmzKS4urnkcP368Ua8XVMLjYcjN7qe4ehjAKESbk9AdJn2ioj/lH4JlV6uoxcNA4sr4fgywvEplfD+vX7YyoT+9LG9SmaA9hii0cD/fmu8htHC/68aoVBj1lIpadDp1O0+n87pdQjQFr5Iak8nEkCFD2LhxY81zDoeDjRs3Mnz4cM1jhg8fXmd/gPXr17vd/2xVT/tOSdGuJBsaGkpUVFSdhzhLDU1x9TCAUQhxlvQGNS7FXa9GQwOJm4k1Ko2J1oe0ByGHJ8DQKdpjgAAKfoLl41QUogV4Pftp1qxZLF26lGXLlrF3717uvPNOysrKmDRpEgATJ06sM5B4+vTprFu3joULF7Jv3z7mz5/Ptm3bmDZtWs0+BQUFZGZmsmfPHgD2799PZmZmzbibQ4cO8cQTT7B9+3aOHDnCxx9/zMSJE/n1r3/NwIEDG/UGCA0NTXG12+BMlopCtHWnf4A/p6joT7FpaqCtxjgeoHYgcclJl02mokOsMs3HVOSml8cDU/Fh3jb+GVOx9jpUDlMk/3UM0h6EXFkMP36mohCtkNdJzdixY3n22WeZO3cu6enpZGZmsm7duprBwMeOHeP06dM1+48YMYLly5ezZMkSBg0axPvvv8/q1avp37+26/Pjjz/m3HPP5corrwRg3LhxnHvuubzyyiuA6iHasGEDl112Gb179+a+++7j2muv5V//+lejfnjhRkNTXBuxEqoQrU5kClw6T0V/ctihskRFLdUDiavHrvyC02DiqDMZp8H7WVdOnYEConDqtHuIDBV53GJYh6FCo4eo4DAsH+N+Yc64rnDDChWFaAE+DRSeNm1anZ6WX/riiy9cnrv++uu5/vrr3Z7vlltu4ZZbbnG7vWPHjnz55ZfeNlP4qoEprg2uhCpEWxLRHi5ogdXJs3b6PMvQFtmR+213sCbSzWB+T8dGdeJe2z2sidK+fWwsz+bBkJWcKh8P1JuEkdQP7tuvpplrcTpVkqY3yLga0SKk9pNwVXgEPphSu7hWfQ2thCpEW1JZAgc3qOhPsZ3V2i6x2ovgeRxI7LARR4nbUgceOexEUO62h6gyvh99La9rD0I2GCEyWbsAJ6jZUU/EqyhEC5CkRrhqaIprCw1gFKJZFPwEb1/r/8GtYbHQ7xoVtXgYSGwu2McO8x0+lTowF+xhl/k2zAV7vD6WomPwz2kqaonpBH94SSYRiBYjSY1w1dAUVw8DGIVocxL7wsw9KvpTeQF8946KWjwMJLZGduI2631YI71PHqyRHbnLei9WN7euTEU/scL0BKYijSSvygK5+1TU0i4Ozp0gC++JFtNmFt8TrUhDK6EK0ZaEmCDaw+q5zaXomOfVdx12VYLAFO7SW+MIjWaDYwgzQt3fAj5ZVKG5CvLB4hDWOi7grtAYzeOc+hBOO+OI1Wv8eUjooRbec6eiEH76Arpe7L4HSohmJEmNcHX6B3htFNz6GaTIlHkR4IqOw1fPwkX3Q4z3A299ljJIrb5bdFTd+orrqgbanv5e3b4pOua+TEJFPjcYNrotdXCyqIKMhV9SYXMdNxPDGcabMonXp2sea4vqxEzb3W4HEntUeBRW3aLaLEmNaAGS1AhXDU1xzT+kCtpd9Zz7St5CtBW2CpVI2Cr8+7rVq+9+9if1/Q0rVO/MkpFqXErvK9wOJDaWneLxkNc5UvZHtEodFJZZqbDZWTQ2ne6JEXW2mfN20v2j28E5DtDooXJUEU0pODTG1GXthDeuglvWqMK29SUPgIePq94lIVqAJDXCVUNTXBtaCfVsVZaoT6iJfVTJhaKfS1n489OyEO17wtQvWu71L3+q9mu9QfVyxHSqHUisoTJhAN0tb7MmQSOx+IXuiRH0T63XG9PhV9DffX0mc8FevjdP5WDBJ9DxwrobI5LgolkqatEbwOx+9XZ3t8Sq+VwcVIifSVIjXFWWwImtcM5Q7QtU9QBGH9SpLlx5HN4aDdN/UJ9G//MUZO+Cmz5yvwy7EIHmlwvV6XRer1njteoeIjeskR253TqD6VoDiSMS4VfT3Z+78AhsfBwunesywNnTLbFqYUYDG+4bKYmN8JkkNcJV9RRXd4uCeRjA2JA61YV7DlGvEflzcdNL5oAxTBIa4V9Zu+DNq2Hix5DsZhXtVsZUfJg3jQswFb8IqeneHVzwE6ybo3qINFb+dYTG8JljKPdoDSS2nIFTmeq6EKpRRsFhV0s9aKyB4+mWGMDBnFJmrMyksMwqSY3wmSQ1wlX1FNfw9trbG7ESanV14TXx/VQv0C+Pl9tOoiWEt4fhd7v/fW+FnDo9ZwgjSdf0q3IYKgsYa/gPhsq+uAwkzj8Ey65y/38/vhvc/LHH82veEhOiicg6NcJV9RTXEDd1ZRpaCdVXWbvg2Z4qCuEvkUlw0X0qthG2qM7cbZuBLcqH/4MN1Gcylp7k/4xLMZZqrEPVvjfcs0NFIVohSWqEq6Lj8K/ptQN362toJVQPPFYXDk+A86fI7SfhX5ZSOLpZxbbCYSeMSvfFMD1xOtVq4U6n5ubKhAGkVS6nUmsQstGsemOMZu1zn/4enmgvZRJEi5GkRrhqaIprQyuheuCxunBkMox8oHaMjRD+kH8QXr9cxTbCXLCHveZbfSt10Jj6TMUnYO2DKmqJSoVRT6koRAuQpEa4qp7i2r6n9vbqlVDd1X/xoLq6sE1rZoWlFI5vbVufmEXb1743TNvWpm6p2CI6cq91GrYIH8ahNVCfyVR8hNeMz2AqPuK60VIKR752/380PAGGSm+raDmS1AjvVa+EmjLI+2M9VRfOPwiv/rZNfWIWAcBoVsv/u7ul0grZzTF86RiIsfQ4OBzqyYLDdSp6d8BNwdkG6jM5dTqsGHHqdK4bE3vDXZtU1FJZDD9+pqIQLUCSGuEqaxc809X9gN3qdS60LnoN8FhduH0vuOtbFYXwl+KTaopzcdsq0HqJPpPuH11Z+wHh34/AuocBVUZhk/le7cG+FYWw+yMVNdiiOnOHbaZvg5ALDsPyMSoK0QIkqRGuGpriWvATLB+nopc8Vhc2hqnVhY2yRoXwI8sZOLRRxTbkP450Dl7zCeiN6onLnoTLn1Zf63Q8YxuLI0Tj/1J1fabCo9ondjowYQOnw3Vb9m5Y2EdFLUn94L79KgrRAiSpEa6acYprdXVhh1Z14eKT6tNmG/vELNq4xN5w9xb3t1RaqWIi1Awl/c+X8bguNbXY7OY4XrL/AbtZ4xZTdX0mrdpNgDl/Nz+ab8acr5G4tIuHwRNV1GIwqoH+BqMvP5IQjSZJjXDV0BTXBta58KS2unC+xuuWwP5PVRRC+ExvKWKUfit6S5HGxp/rM7lZDdwW0ZEZ1ru0ByFHJsMls93PUCw6Bv+c5tMkAiGagiQ1wlVDU1wbWOfCk+rqwsayU64bE/vAPdtVFMJfsvfAcwNUDBCmM8f5u2kRpjMaa00VHoH3b1VRg90cw2rHhdjNMa4brWVwcruKWqoskLtPRSFagCQ1wlVDU1x/uc5FRaGqBfPzImDGkmPuZ11QW11Yc2EvIVpCWCwMHOPTYpKtVWVcHwZVLqEyTuMDgof6TACGyiKu1m/CUFnkujHvACz9jYpaEnrAbRtUFKIFSFIjXDU0xfWX61z89IWqA/XzJ7fkLU/yjPHv2t3eDcnZC39LV1EIf4lKgUsfVTFQ6EMoJgL0GuX9qusz/Tz+pj5j6XGeN72opovX174X3PGNzFAUrZYkNcJVQ1Ncf7nORdeLVXE7UzgAWcMe4V7bPTi0Kvzyy+rCGlM+zdHQb7SKQviLtVz1NlrLW7olTcZYcoznjIsxlng/tqUyri99Kl+jMq6vxonDVCVzdzMUs3bC051VFKIFSFIjXHkzxTUsVlXr/XnQoS2qEwVEud29urqwU6u6cFQHyJivohD+kvej6m3M+7GlW9JkdI4qUnQF6BxVrhsbqs+kN1CBWXsgcckp2DBfRS0RSXDRLBWFaAGS1AhXjZjias7bxf7QiZjztBfu81hd2FahFvxzV3NKiOaQ0FP1Nia4KQvSih3MKWXXyWKXxx5rIuOsj2KN0Zih2EB9JmPJURYbF2Es0VjHprIYdq92v2JwRCL8arqKQrQAjRuuQvjOFp7Ck1U3ckO4m/EJnqoL5+5Xn5infql6f4TwB1O7Nvf7FhtuIsxoYMbKTLf7hBkNxIZrFI6trs/khs7pIJIKdFqL7yX2genuXxPLGXUrr0M6hEa638+DgznaS0nEhptIjZGFOYVnktQIV9l7YPlYuGElJGncV/fAHhbPW/bLGBumvThXdXXhgwWfQMcL625M6AFTPpeZE8K/Sk7D//4B59/WZgYLp8aEseG+kRSWWTW3m/N30/XjP6Kv+DfEDKy7sbIYjn0LnS7QHL9mje7CRNts1kR38b5h+Ydg2VU+fTBpKFELMxrYcN9ISWyER5LUCFeNmOKqt5Zwif479NaBgOsFs7q68J1aC3uZwiF1iA8NFqIRKgrhh/eg/7VtJqkBldi4/QMf3UONT4vU+Hmq6zP50iOasxdW3ghj39ZeT6p9b7hnh9tbW554StQO5pQyY2UmhWVWSWqER5LUCFfVU1x9YCo5yuumv3Cw5GLANXGxm2P42DGCqVoLe53Jgm2vw3mT3K9YKkRTS+oLMwNstk5Ee7jgDu1t1fWZ3JQ6MOft5GDojRzJ+xek1utNDY2CXr9TUYvR7Haq+NnwmKgJcRZkoLBw1YgprpVxvTm/cjGVcdqDjA2VRYzWf629sFd5Pux4U0UhhO8qS+DgBhXra6A+ky28A3OrJmEL15iFGJ2qCmdGu+mJKT4Bax9UUYgWIEmNcNWYKa56I7nE1lYOrsdYepxFppe0F/ZK6gf37ZUKv8K/cvbB4mEqBoqCn+Dta1Wsr4H6TPaweJbbL8WuNS7OVqFuQbmboWgphSNfu68bJ0Qzk9tPwlUjprgaz5zg6ZAlGM+koTWmpjK+Hz0rl/GMvTOVJ12nhcoMB+F3oZHQ7VKfZ+u0Sol9YeYeCG/vuq2B+kx6SzEZ+u3oLQNw+T/c0AzFxN5w1ybf2110XI2taxcH5QUq8fq5mngEgbM4omg+ktQIV42Y4qqzW+ipP4HOrn3BjI0wYzCamfHeDy7buutOsNj0ItkT3yKpm2+vL4TXolPh8qdauhVNK8Tk/hZRdX0mN0xnjvEP00IOnvkN0KnuxvjuMHm9ik2t6Dgs6q/W0Bl+Nxz6HD6YDHNOYajI5/+MSzCW9kPrw5IQ1SSpEa4aMcXVGtONP1ofZ02M9mDBVEcWO3ou49h5s10W4Dt59ACb1vZhRFUosh6p8BtbJRQfh+iO7uudtTVFx+GrZ+Gi+yFGY6ahB5VxvRlc+Qpvao2LC42AjkPdH5y9G96+Dm583/vbyFGpqncp5Od/g26/UT1CIWYM1hJiKENn157CLkQ1GVMjXFVPca0obPpzOx2E6avolRhO/9ToOo/Uzj14rOpmbBFSJkH4Ue4+ePE8FQOFrUKVQdAa+9JQfSa9UZU60RoXdyYLvvyLilraxcPgiW5nVnmk16vepfCfj20XV1OCxRrdhQm2P2H1Ze0cEVQkqRGuqqe4ernwHoA5fw+ZoVMw5+/R3iG+G0xYpTntU1dVSWddFrqqSq9fVwifxXeHSeua55ZKS2nfE6Z+oWJ9DdRnMp45zrPGVzCe0RjMX5YH/1uqopbIZLhktm9LMhQchhUTVBTCR5LUiCZlC2vPS1VXYwvTGKDYgNCiA3wZOovQogPN0DIh3AiNgM7DVQwGDdRn0tmt6sOF1q2e5P5w/48qarGWwcntKnrL6QC7VcV6qtfOMecF2HpCoslJUiNcNWKKq71de5bYf4+9nZuk5lQmzI9WsR5rVBfGWR/BGiVdzMKPzmTDVwtVDBRZu+CZrirWZzkDh79SUYM1phvXW+djdTMuzqO8A7D0Nxzc+51LkU13NZ1qeOjF9bh2jhC/IAOFhatGTHHVW0u5QL8HvTUdzVkK0R3h98+rWI/DFMG3jr44TEHyiVm0DmW5sHkx9BgFkQEyRD28vZpBpDWl+yzqM8VRgqE8F4hWC/gV/KTKIhQegQ9ug2v/Ae17uRx30tSJu+zPsO/dXCx87bLdbZHNBlSvnXODm5pyQlSTpEa4asQUV1PJYVaYnuRgyXBAY0ppeDwMuVnzWEN5LlMN/8JQ3guZtin8Jrk/PKixSF1bFpkEF92nva2B+kwhpaf5MnQmFbtvgx5PqttJb42G6T+oAcAdh4KxneaxhRYD39vOYdHYdLonun448bgO1alMt2vgeFw7R4hfkNtPwpWtUnUj27wfsGuJ6cFIy1+xxLiptF1RCHs+1pxZZazI5a6QjzFW5Hr9ukKIX7CUwtHN2iv7VtdncjN9vSoihVGW/yO/3y3qidQhKtGITIbwBFUmwc008ZCyLB4MWUHv8FKX2Y39U6M9L6zpoRe3eu0c0xntVZCFqOZTUrN48WLS0tIwm80MGzaMrVu3etx/1apV9O7dG7PZzIABA1i7dm2d7R9++CGXXXYZ8fHx6HQ6MjMzXc5RWVnJ3XffTXx8PBEREVx77bVkZwfQPfDWpBFTXJ0hZo46k3GGuFnvo/AovHeTivVUxvcl3bKUynjvZ10J4bPcH2HJxSoGivyD8PrlKtZ3FvWZTpFQOy7OHKV6TkJC1fdG94mJwVLMFfotGCyuq4U3qLoXN9z1FlP12jnuasr5hb1K9SZVfyAry9ccGyhaltdJzcqVK5k1axbz5s1jx44dDBo0iFGjRpGTk6O5/6ZNmxg/fjyTJ0/mu+++Y/To0YwePZpdu2oHsJWVlXHhhRfyf//3f25fd+bMmfzrX/9i1apVfPnll5w6dYo//vGP3jZfnI1GTHE1lp5iXsgyjKWntHdI6g8PHlZRiNbAGAYpgzz+sW5z2veGadtUrK8Z6zNZ4npxsfU5LHGu420a5KEX1+PaOf5iKVG3xw5/pb7ft0Z9L1oXp5eGDh3qvPvuu2u+t9vtzg4dOjgXLFiguf+YMWOcV155ZZ3nhg0b5rz99ttd9j18+LATcH733Xd1ni8qKnIajUbnqlWrap7bu3evE3Bu3rz5rNpdXFzsBJzFxcVntb/wzY87tzr3PNrP+ePOrV4fu3/Xduf2Rwc79+/a3gwtE8Fs54kiZ+eH1jh3nihq6aa0eo15rxr1Pp/8zumcF6ViPfv27nSueuQq5769O70/b2MVHHY637/N6cw7qNpWXqCeL83TbKtoet78/faqp8ZqtbJ9+3YyMjJqntPr9WRkZLB582bNYzZv3lxnf4BRo0a53V/L9u3bsdlsdc7Tu3dvOnXq5PY8FouFkpKSOg9xlhoxxdUS25PfWf8PS6ybYpiFR+CDKSrW4zSE8qPjHJyGUK9fVwifVVmh+KSKgaL4JKybo6IfhRbsZ6PpPkIL9nt/sIdeXI9r5zQ3exWUnAKnU92GC4tVz4fHqxmi71yvZpSJVsGrpCYvLw+73U5SUt1pj0lJSWRlaS+bnZWV5dX+7s5hMpmIiYk56/MsWLCA6OjomkfHjt7VPwlq1VNcy5phwG71BcJe5bLJFnkOD1dNxRZ5TtO/rhDu5OyB5/qqGCgsZ+DQRu21aLJ3w8I+KjYxuymKDY7B2E1R3h9sCFGlEQyuk3IbtXZOYyV0h0mfqFifTg8Gk4qiVQjYf4nZs2dTXFxc8zh+XGPJb6Gteoqru1VDPQgt2Mfm0GmEFrgZZOzpAuGw0Z5CcNi8fl0hfBbXFW78QMVAkdgb7t6iYn2Nqc/UgKqIFBZUTaAqwrtCuIDHXtxWK64LjHtHRdEqeJXUJCQkYDAYXGYdZWdnk5ysXesjOTnZq/3dncNqtVJUVHTW5wkNDSUqKqrOQzQ/uzmWlfaLsZtjvT7WXLCP/5nvxuwuIRKiOZijoHuGisGgMfWZGqCrqqSH7oRv9ds89OKa83ezM3Qy5vym711q0Okf4M8pKtbncECVRUXRKniV1JhMJoYMGcLGjRtrnnM4HGzcuJHhw4drHjN8+PA6+wOsX7/e7f5ahgwZgtForHOe/fv3c+zYMa/OI85SI6a4VrVLYlHVdVS1c7Myq4cLhDWqM5OsD2CN6uz16wrhs9Jc+PYVFQNF9h54boCK9TWmPlMDQosOsD70Qd/qt3noxbWFJbKo6o/YwrTrVTWryBS4dJ6K9WX9AE8mqihaBa9vP82aNYulS5eybNky9u7dy5133klZWRmTJk0CYOLEicyePbtm/+nTp7Nu3ToWLlzIvn37mD9/Ptu2bWPatGk1+xQUFJCZmcmePeo/4P79+8nMzKwZLxMdHc3kyZOZNWsW//nPf9i+fTuTJk1i+PDhXHDBBY16A4SGRkxx1dnKGag7hM5Wrr2DhwuEwxTFfxzn4vDlfrwQvjpzGjY+pmKgCIuFgWNqB7X+0s/1mchr+sKx1uiu/NEyH2t0097Ks7drz6v2K93XlGtOEe3hgjtUrC+mE1yzREXRKnhdJmHs2LHk5uYyd+5csrKySE9PZ926dTWDgY8dO4ZeX5srjRgxguXLl/PII48wZ84cevTowerVq+nfv3a8xscff1yTFAGMGzcOgHnz5jF//nwAnnvuOfR6Pddeey0Wi4VRo0bx0ksv+fRDiwbEdITf/82nQ0OLD/Fx6KMcLB4MaHyyqb5AaDBU5HOT4d8YKvogS6ELv0kZCH8KoIQGICoFLn1Ue1v7XnDHN5qFIxvLYQxnh7MnDmO49wef/gFeGwW3fqb+TX5Bbz3Dr/Q70VsH4fdrQ2UJnNgK5wx1vUXZLg4GjfVve4RHPtV+mjZtWp2ell/64osvXJ67/vrruf76692e75ZbbuGWW27x+Jpms5nFixezePFib5oqfFFlVTOfwttDiHfF5ywxPbjc8jQL3ZVJ8HCBMJad5pGQtzleNgYIoEGbQvibtRzyfoSEnmCqV6fJGObTJICzEVKezTTDR4SU98Dr5MNDL66p5AjvmBZwsORCwM+zIwt+grev1S4AWl4Ahz6Hbr9RCY5ocQE7+0k0QiOmuDpDzOxzdnJfJqH6AlHgWkCwMqE/vSxvUpkgqw0LP8o7CK9fqWKgyPtRrXabpzEuruQUbJivYhMzVBQwMWQ9hooC7w/2cJvHEtuTCy1/c7/+VXNK7Asz96hYX9Ex+GCyiqJVkKRGuGrEFNfqgnYhZW7WIfJ0gRCiJRhCIKqD5voobVZCT9WzkKCRBFQWw+7VKjYxS3wfhlpewhLfx/uDK0vg4AYV63EaQjnhbN8yC3OGmCA6VbvXOnkAzDmlomgVJKkRrhoxxbXBgnYeLhCm4sO8bfwzpuLDXr+uED6LTYNrl6oYKEzt1K2S+reeABL7wPRMFVsTD724xtKTPB7yOsZS/66QDEDRcfjXdBXr0xvAFK6iaBUkqRGuGjHFtcGCdh4uEE6dgQKicOrkAiH8yF6lxkZorI/SZpWcho1PqOhHoYUHWGOaQ2ihDzOrPPTi6m3lDNYfQO9uVmVzslXA6e9VrK/gMLw3UUXRKkhSI1w15xRXDxcIW1Qn7rXdgy1KpkcKP8reBc90UTFQVBTCD+9pV7zO2QsvDFGxiTmM7djh6IHDqNFD1BAPvbiW2B5cZX0KS6ybCQjNqX1PmPqFivU5HaoUhVMW32stAugmsmgyjZjiWl3QzlHwJqQOdd2h+gKhxWEngnJw2H16bSF8EtsZxrylYqBI6gszd2pvC42CXr9TsYnZIlKZWzWJNRGp3h9cdBy+ehYuul8tK6HhYE6p28Njw02kxni/tlajxHeDmz7y72sKjySpEU3Kboric8dgRvqwgJ65YA+7zLdxsOAT6HhhM7ROCA1hsdD36pZuhf9Ep8JlTzbLqXV2C+foctHZLd4f7KEXt335Qf4Xehc3vfcw+5zaPblhRgMb7hvZ9IlN1i5482qY+HGzTYUXTUeSGuEq76Aa9/L7v2kXnvSguqDdr9wVtPNwgbBGduQu671Mi5SK6sKPyvJh3xrofRWEN32RxxaRsw9W3QzXL3MtammrUEUjY9N8WjXck9DCH/k6dDoHC7tDJy9LGnjoxU1KTqVkxO0s6nqpZgmWgzmlzFiZSWGZtemTmvD2MPxuFes7lalWZ57yuesaNqJFSFIjXDViimvdgnYai295uEA4QmNY67iAu0JjvG+zEL4qPg7/uleVBgmUpCY0ErpdqmJ9ufvVGjZai8k1kjUqjQnW2fwpKq1Jz0tkMlGj5tAiBVQik+Ci+7S3RZ8DVz6romgVJKkRrqqnuPqguqDdwaJ+0FmjqKWHC4ShspDrDF9iqOyHlEkQftMhHeY3/ZotLSo6FS5/SntbfHeYvF5FH5wsqqCwzKq57WCRjm8cA3CYNJKphni6zWMpVYuBJvaF0AgfWt0IllLI2qnWoqn/2uEJcN6t/m2P8EiSGuHKXgWWEjWQ0MvemuqCdk+6K2jn4QJhLD3Bs8a/c7D0aiDNt7YLIcBWqXqgojuCsd7q3qER0FFjEP9ZOFlUQcbCL6mwaQ/mT6CYO0ybiGcAXn8w8XSbJ/8gvPrbZuldalD+QXj9cu3XriiCo5ug8wgIi/Fvu4QmSWqEq+xdPndPN1jQzsMFojK+P90q3+Kf8TIYT/hR/iFY9zBc/nSzFHlsEbn73P8fPpMFO96CwTdBZLJXpy0ss1Jhs7NobDrdE117TMz5u+m65gH0+qmAl0szeLrN074X3PVtyyyQ2L43TNumEsT6Co/AivHqfQ5L93fLhAZJaoSrRkxxbbCgnacLhE6HHQPodN63WQhf6fRgMKkYKOK7w6R12reYyvLgf0vVtG4vk5pq3RMj6J+q8f87dQQM9HHVX0+3eYxhLbcCstEMCW7Wx0nqBw8cArPcLm8tAuh/sWgy1VNcw2K9PrTBgnbVF4j6XeKoSrxLjc9iKjni9esK4bO4LjDuHRUDRWgEdB6uPf4kuT/c/2Prm55c3Yubr1FYtPgk/PsRFf2t+CSsm6P92gajGldjMPq/XUKTJDXCVVk+bF+mopcaLGjn6QIhREtwOKDKomKgOJMNXy1U0Z/yDsCro1T0VnUvbvvertssJbD/UxX9zXIGDm1Usb7Co/DRnSqKVkGSGuGqeoprsUYBt8bycIGwRqUxxXY/1qaeDiqEJ1k/wJOJKgaKslzYvFjF+nL3wysXqdjUDCaI66qitzz04pLYB+7Z3jK3oBJ7w91bXNf7AbBbVQFOu/ZsMOF/MqZGuGrEFNfagnavQup5rjtUXyC0OJ0YsIPT6fb8nqaTtsgy6aLti+kE1yxRMVAk94cHXatdA2Bsp2Y/+VKfqSGxneGal307tvikSsSG362mpLcFCT1g8mct3QrxC5LUiCZVXdBumA8XTHP+Lg6Zb+Jg/idwjmuZhIamkzbbMukisLWLg0FjW7oV/hPTEa5c2DznttugslgNnPV2nEl1L+7gia7bcvbCu+Nh/Lv+763J3gPLx8INK1VNLdGqSVIjXDViimuDBe08XCBsEedwv+12LqmMpfKka0/RwZxSt9NJm3WZdBHYygvg0OfQ7TcqwQkEuT/CR1NVD1T96tJVFjWtOzIZQkKb9nWzd/u+WrGnXlxzNPQb3TKzjMJiYeAY7YkTp3+A16+ASWtVIWDR4iSpEa4aMcW1wYJ2Hi4QUfFJfKL/De9/dAQ4on240cD5XeIkcRFNp+gYfDBZ/SEOlKTGGKbKPmjVdsrZ22xlEohNg3HvNv16MlEdIGN+057zrF87BS59VHtbZDJc/LDPU+NF05OkRriqnuLqgwYL2nm4QKSGVvL174vJTrgAh5v6TzJuRjS55AEw5xSEaAxQbatiOqqCtFriusJNq1VsamEx0PsK3471dJvHVqF6kOO7NXkRzgZZyyHvR0joCaZ6t9UjEmHENP+2R3gks5+Eq0ZMca0uaOd2BpO1XFW2tZa7bis8SvzaqfQ1F9I/NVrzIQmNaHJ6A5jCVQwUVVY18LZKY1C9OQq6XaJiUyvLg22vqegtT7d5cvfDK79qnhlbDcn7UfVs5f3ouq2yBA79R0XRKkhSI1w1YoqrwxTpuaCdpwtE8gB4+LiKQvhLwWF4b6KKgSJnDzzXV8X6SnNg04sqNrXiE/DJ/Sp6q7oXNyrFdVtCD5jyufuVfZtTQk91qy6hp+u2gp/grdEqilZBbj8JV42Y4mooz2Wy4RMM5b3QLJPg6QKhNzTPp0cRFDxWj84pdX+g06Fm3jgDaPG9uK5w4wfat5jOZMEXT0OXX6vbJ02pQzrMc7OaeEM83eYxhUPqkEY3zyemdu7HHiX2gek/yJiaVkSSGuGqEVNcjRU5zAj5kOyKGwGNujOeLhCFR2Dj43Dp3JYpXCfarIam+4MaZB4brrEoXHw3uOmjZmxdCzBHQfcM7W0pA2GODz0pza26F9ddEc5tr8N5k/yfQJSchv/9A86/zbUXKSTUpxp5ovlIUhPMio6rAYWgBuHp9GqQcFk+7Fyl7m97ORukMr4fAyyvsia+n/YOni4QDru6F+9w/4dJCC0NVY8GiDPa6BATptZSyd6tEuewmNrxH+EJfmtvsyvNhV0fQP9rIaK9/143/xCsvR+ueNb7iueeenHL82HHm6omnb+TmopC+OE99V7Wv2YVHYdvFsGvZtReS0WLkjE1waroOPxtUO0Ffe39sGGe+tpaCuseAmtZ079u9QWiotB1W3w3uPlj7y+GQvysunq0yyO8hA7fPKp+3yuLVY/A0U3qoO2vw7M91f+JQHHmNGx8TMX6GlOfqSE6PYRG+lbxvLoXt/6tJ1DVsO/bq6K/JfWFmTu1F96zlcPxrSqKVkF6aoKVMQwumV37/RXP1l6Ios+BGbt8+uRhKjrEKtN8TEV/h9TBrjtUXyCE8KeqSlX9uaJQ9dBM/bL2FueQSTBwXGB90k4ZCH/SSGigcfWZGhLXBca86duxnnpxW6v2veCOr1q6FeIXpKcmWIUnwK8fqO1yj++mLkigBuz6eIF3GkwcdSbj9OWCefp7eKK9ikI0pYQecNt6FQ1G1SMQFqO2hScEVkLTkOr6TA2MBTmYU8quk8V1Hh4HXIO6dWwt8+0Wsqde3Jx98NIIFf0tZx8sHtYyry28Jj01waqiSHW/dx5Re3FvArbIjtxvu4M1kW7+SOTsg1U3w/XLXKveRqXCqKdUFEL4Lu8g/Gu6WoAvod6A/QbqM8WGmwgzGpixMlPz1G4HXANk7fR9tWJPvbihEZB2oYr+FhoJ3S5Vsb6sXfD2H+HGD1URUdHiJKkJVoVHYMV4dfEJS2+68zpsxFECDpv2dk8XiPAEGDql6doiRLVgq9FjCFGlBQwal/gG6jOlxoSx4b6RbqfHe1zVO6YTXPtq01c8jz4Hrnimac951q+dCpc/pb0tPAHOnxJYg8zbOElqglVSP3jgUJMXiDMX7GOH+Q4OFnwCHV0rbXu8QFQWw7FvodMFLVO4TgSuYKvRE5sG1y51v62B+kypMWG+rd7dLg4GXOf9ceC5F9dWCSUnVS+u0c/lLGyVUHwcoju6vnZkMox8wL/tER7JmJpgZTCqTxca3c+NYY3sxG3W+7BGuvmkZqtUsy5sla7bCg7D8jGBtbKraB2qa/Q09WJzrZW9SlUft1e5bquuz9SEt51rlBfA9ytV9JanXtzcffDCYBX9LXcfvHie9mtbStXsJ0sDY42E30hSE6wKj8JHd6rYhByh0WxwDMER6qanxdMFIqkf3Le/ZaZtisAWbDV6snfBM11UrK8x9ZkaUnQMPpqqoreqe3GjNcbUxXeDm9e0zHIP8d1h0joV68s/CK/+VkXRKsjtp2Blt6p6JXbt++YNcbck/bHjx7jBsBFDRR80yyR4ukAYjMFze0D4V3WNHl8GsLZFsZ1hzFvaM5yq6zN1GNz0Y0GSB8IjOaD3oQfY022e0EjoclHTtNFboRHQebj2tva94K5vZQX0VkSSmmCV0AMmf+bToZ6WpO+nO8w/Ta9T4BgLaNSd8XSBKDoGXz4DIx9s+oGGIrgFW42esFi1+q6WxtRnaoheD/pQ347N3ed+AHNpDnz/Lgwa7/9biGeyIfNtSL8RIpPqbjOGqd8t0WpIUiO85nlJ+gvJDp/sfpChpwtElUVd2KoszdJuEcSCrUZPWT7sWwO9r4LweP+9bsFh+PcjcNmTtetenS1Pvbil2fDVX6Hbb/yf1JTlwubF0GOU6zWr+CRseRmG3al920z4nYypCVanf4CnzlHRR+6WpPc4a6L6AlGW67otoQfctkFFIZpS0XH45L7AKoXgSfFx+Ne9KtaXfwjeukbFpuZ0qFvaTgecylTJFagF9U5lag9crlbdi6u1Fk3yAHj4qIr+ltwfHvxJex0aSwns/1RF0SpIUhOsmmuKa0MXTE8XCCGaS7DV6OmQDvOLtccPNaY+U0Piu8GEVSouGal6iwAOf6W+9/TH/0w2fLVQxbYisQ/cs11uQbUiktQEq+aa4tqYC2bWTni6s4pCNKXqGj3te7V0S1pedX0mb28PeWvql+r2F6hBvlO/hNAo9/t76sXNOwD/yGieIpwNyf0Rllysomj1JKkJVs01xbWhC6anC0REElw0S0UhhO/yD8Gbo1V0/HwrqHrtmLJ8tZSDL/WZvNEhvXY8T1isWhdn9Z1qNXMtnnpxQ0KhfW8V/c0YBimDVKwvZy/8LV1F0Sr4lNQsXryYtLQ0zGYzw4YNY+vWrR73X7VqFb1798ZsNjNgwADWrl1bZ7vT6WTu3LmkpKQQFhZGRkYGBw7UzcjT0tLQ6XR1Hk8//bQvzRdQO8W14KemPW9DBe08XSAiEuFX04NngTThP1m74NmeKgYDgwlM4WplbodN3fo5sF5t27kK/jYQSk75t032KvWansbVuBPTCf7wYsvMiozpqGpoaRU9NUdDv9GyAnor4nVSs3LlSmbNmsW8efPYsWMHgwYNYtSoUeTk5Gjuv2nTJsaPH8/kyZP57rvvGD16NKNHj2bXrtqLyzPPPMPzzz/PK6+8wpYtWwgPD2fUqFFUVtZddfbxxx/n9OnTNY977rnH2+aLatVTXJv6XnDWTniqg/tbSJ4uEJYz6t675YzPL69VWbj6cbKowufzijYu2Gr0xHSE0S+rn1dvVLd+evxWbRs4Bmbs8n9l8oTuMOkTNa6p9OdbTJUlqhepyuq5F9dugzNZKvpblVXNcqrSWNMrqgNkzFdRtApeJzV//etfmTJlCpMmTaJv37688sortGvXjtdee01z/7/97W9cfvnlPPDAA/Tp04cnnniCwYMH8+KLLwKql2bRokU88sgj/OEPf2DgwIG8+eabnDp1itWrV9c5V2RkJMnJyTWP8PBw739ioVRPcW3q7tyGCtp5ukDkH4JlV/k0K+OXlYWveuFrzUfGwi8lsQlW1TV6gmWdGgDzz+NX9Hp1K6hdnPq+XZz/E5pfem0U7PpAfX1iq+pFKstV7XLXi5u9Gxb2UtHfcvbAc31VrM9WoXr/bHJdaS28SmqsVivbt28nIyOj9gR6PRkZGWzevFnzmM2bN9fZH2DUqFE1+x8+fJisrKw6+0RHRzNs2DCXcz799NPEx8dz7rnn8pe//IWqKvfdmBaLhZKSkjoP8QvNNcW1uqBd9QW0Pk8XiPa94Z4dKnqpurLwmnsu1HwsGptOhc3utvKwCHBSo6f1uPUz6H+t+vqcoaoXKby96lUatUA74YrrAje81/yDm7XEdYUbP1Cxvtz98MqvVBStgleL7+Xl5WG320lKqjuQMykpiX37tAuNZWVlae6flZVVs736OXf7ANx7770MHjyYuLg4Nm3axOzZszl9+jR//etfNV93wYIFPPbYY978eMGluaa4lheoe/c9fqud2Hi6QBjNjart4nNlYRH4qmv0BEuZhNYsZWDt1+aouv8epnbax5ijoeeoZm2WW+Yo6J6hvS2hB0z5XNbWakXazOynWbNmcfHFFzNw4EDuuOMOFi5cyAsvvIDFor367OzZsykuLq55HD8eJItuna3mmuLaUEG76guEWWNqZ/EJWPugikI0peoaPTKlu20qy4OtS5unCGdDSnPh21dqxwH9kikcUoeoKFoFr5KahIQEDAYD2dl1F0fKzs4mOVn7XnVycrLH/aujN+cEGDZsGFVVVRw5ckRze2hoKFFRUXUewg+qC9olD9Te7ukCYSmFI1/LLQLR9Kpr9GiN1xCtX8lJ+GyOiv525jRsfExFl21Z8J8FKopWwaukxmQyMWTIEDZu3FjznMPhYOPGjQwfrl2kcPjw4XX2B1i/fn3N/l26dCE5ObnOPiUlJWzZssXtOQEyMzPR6/UkJsr0X5801xRXvV4NPta7+dXydIFI7A13bVJRiKZUfFLVJCpugT+KovFSBsGjuSr6/bUHwp9O171tVq08H3a8qaJoFbwuaDlr1ixuvvlmzjvvPIYOHcqiRYsoKytj0qRJAEycOJHU1FQWLFgAwPTp0xk5ciQLFy7kyiuvZMWKFWzbto0lS5YAoNPpmDFjBk8++SQ9evSgS5cuPProo3To0IHRo0cDarDxli1buOSSS4iMjGTz5s3MnDmTG2+8kdjY2CZ6K4JMc01xbaigXfUFQgh/qq7Rkz4BkMKDweZkUYXHSQKx4SbfxuMl9YP7ZOG91sTrpGbs2LHk5uYyd+5csrKySE9PZ926dTUDfY8dO4b+F5/SR4wYwfLly3nkkUeYM2cOPXr0YPXq1fTvX7tq5IMPPkhZWRlTp06lqKiICy+8kHXr1mE2mwF1K2nFihXMnz8fi8VCly5dmDlzJrNmzWrszx+8qqe4NrVfFrTzVvZuePs6uPF9dbEQoqlU1+gRbVP+IVgzE656zuvJBCeLKshY+CUVNvcrKIcZDWy4b6R2YpN3EP41Xa2vlaBRQVy0Kl4nNQDTpk1j2rRpmtu++OILl+euv/56rr/+erfn0+l0PP744zz++OOa2wcPHsy3337rS1OFO5ZSNa06sa92VVxfVRe0q67QGx6vKvQWHoWk/mqJ9I+nwdUvul4g2sXD4IkqCiFENb3h54UEDR53O5jjOh7vYE4pFTY7i8am0z3R9Vp3MKeUGSszKSyzaic1hhC1uJ5B489lzj54/1a47jW5bd5K+JTUiADQ3FNcl4yE3z8PQ25WqwS/dxM8eFjVf4nuqL3oX2QyXDK76dsiRM5eeHc8jH9XKiq3RbFpKnFwtzncRFdjIfNXfkURkURRSkddLnudnXGgJ95o5fwucb7dYopNg2uXam8LjYC0C5v2g6FoFElqglX1FNfYtOY5/9QvVfICdSv0GkJUF7LWRcBaBrn71OJ7MkVSNCWp0dO2VdeUM4Vr9takksfnhrvJGj6HvEF3EPXTGjpt/BN7bt6Nzm6l89bHaMd5gA8rKdur1Jis6uvXL0WfA1c849vPJJpFm1mnRjSx5p7iWr9Cb4f02guCu081eQdg6W9UFKIpSY2eti1rJzzdUcXyAnV72+lU2wp+UuP47ttP8sjb6J8aTafzroCpX9K3cwp9Yp20s+arfXyRvQue6aJifbZKNd7HVum6TbQISWqCVWuc4tq+F9zxjSyQJpqe1Ohp22I7w/VvqLj/U3V72/HzwN91c+CzP6nb1/U/SOkNapzfLWt8X608tjOMeUvF+nL3wQuDVRStgiQ1wap6iqulFdXEMoapC1PhkdrncvbWJl62iqavVSWCg9ToadvCYqHfNSr2+p26nV19G+ryp9SjOV+779Uq1hffDW5uRMIkmpwkNcGqeopraxo0WWWBzS/Cyhtrn1t5I2x5WX19Yhss6i+JjfCe1OgJHO3iVC+MTqe+j+uqXUuu2unv4Yn2KvqiLB+2L1OxvtBINWYwNNK3c4smJwOFResREgrnTYaBY2ufG/u2GqAHavr5uHe1PzEJ4Ul1jR4RfKJSYdRTKvqi+Dj86161mnF4veUmSnPg+3dh0HiIkNXtWwPpqQlWOXvhb+kqtiYxHev2HiX2geifL0bh8dD7ioanT5bmwOkfar/PO4DxjPTuBDWp0RO8whNgaCNWT++QDvOLtZe+KM2Gr/6qomgVJKkJVm1xiuuZLDUgsPoPU+7+2ltRZfmw832oLIEf3oPXr6g97p/TSNz+nP/bK1oPqdETvCqL4cfPVGxqyQPg4aMqilZBkppg1RanuNptsHMV6H++a/rBbfDNIvV10RH4YLK6cA0cA5PW1h73hxfJPfde4igBh83frRatQXWNHim/EXwKDsPyMSp6cDCnlF0ni10eP+75nso3/qimbotWT8bUBCtbhfpPGt+t+daqaWoxHeH2/9Z2I1/7DzC2U18n9YcZu9Q+UPf+dkIP9Ce/Zof5Dv5z8H126Ye6nNrngnZCiNYtqR/ct99t+ZXYcBNhRgMzVmZqbu+oy2auqYQBpTaS658i7wCsvhNGvyyD0FsJSWqCVe5+tdZDc5VJaC6RybVf/3I9m5DQ2oRGQ7uk7txlf4CvPyuk5LOvXbZ7LGgn2j6p0RO8DMa61416UmPC2HDfSLdVvA/mlDJlZRKLCiLpHlL3FpbxjJVzonsQrlX2RbQISWqCVZBNce2QnMyf7rtP88LVYEE70fZJjZ7gVXQMvnwGRj4IMZ00d0mNCXP7fz+2XQhRRgczV+7AqTFiI8z4Bzb8tj0+zq0STUySmmAVbFNcy/JIPfgxqX2u9n0WhGi7pEZP8KqyqBV/qyw+HZ5acYAfDDdy8LpPqEyoOyD4UFYhT676msIzZfKBqJWQpCZYncmCba/DeZM8ds0GjOIT8Mn90GGwJDXByFYJJSfVWiVGc0u3RvhTQg+4bYPvx8d0gmuW0L1HX2hXd7aoOW8n/zPf7XasHsh4PX+TpCZYVU9x7Xt1cCQ1HdJhXkFLt0K0lNx9bXMMmWh57eJg0FjtTck9uMP+EN98VsQZjbF6IOP1/E2SmmBVPcVViGAgNXqCV9ZOeOMqVdTS3XoyZXmqN7c64c0/BDo9xHX5eQ2sVWqpiHZxdQ7rkJTEo/fN9DjIWMbr+ZesUyOCQ/4heOsaWWuiNSg6rv6AgLotdCoTLGea9zWlRk/wikiCi2ap6M7ej2Hpb2q/X3s/bJinvraWwrqHwFrmelxZHqk/vk3/GBv9U6NdHt0TZWC6v0lPTbAKtimuOr36g6aTPL5FleXB8rHQ4VwYvViNc1kyUvWitO/VYB2dk0UVbmeweSQ1eoJXRCL8arrnffpcrcbbVbvi2dprRfQ5ddfA+qWSk/DZHOg4VMbqtRKS1ASrYJviGtcFxrzZ0q0Q4Qlw88dQVam+j0pV41ziu0HhEVVHp9tvNBOPk0UVZCz8kgqbXfPUYUYDcSGVcOqwur1qMKrpvFUW9Xoezi0CmOWM6g3skK7dU1dRBMe3QucRtc/98jal3uB+DayUQfBobhM2VjSWJDXBKtimuDrs6g9biFldpETL+eUnWqO5dhxDdR0dNwrLrFTY7Cwam67ZrR8bbqJDzn/Vkvj37VcD4L98Rg0Svm2Dx3OLAJZ/CJZd5X6QeOERWDFebQ/T2O4POXshNEoV77VVqMVR47sHz4fOJiR98cHKVqn+s9sqW7ol/pG1E57qoKJoOdm7YWEfFX3UPTHCdfxCjI3UH99Wfwimflm7JP7IB9US9iJ4te8N9+xQUUtSP3jgkG91wfIPwbKrGz9Wb+WNsOXn39PCI+qWbM6exp0zSElSE6xy98ELg1UMBjGd4NpX3a4oKvykXTwMnqhdhyfvAPwjQ0VvVY9tsJaqT+MGo3o+plPQrJot3DCaf65x52Z9IoNR9R5W/854Q29Qx/rS+5uzF/6WruLYt2HYner52LTaxPzLv6g1xcRZk6QmWAXbFNd2cTDgOpcpmaIZlObUfp2zF0pOqa9tFeoC/at7tddGCglVn6Z9qaNTPbYhZZBvbRaBq/gErH2wdsZdfYVH4aM7VfRWbJqabBGb5v2x5mjoN1rFxD7q1hOoAsMd0tX/l/8tVYPrxVmTpCZYBdsU1/IC+H6liqL5FB2H139XeyF+dzxsXaK+zj+kutXd9Q7GdII/vCi9aaJpWUrhyNcqarFboeAnFb3lsENliYreiuoAGfNV1JLcH+7/UUVx1mSgcLAKtimuRcfgo6k/d+tKb02z0ekh7aLaOjvj31WfREH1Ck790v3tILuN01knyXdEgN71VoDHadv5h2DNTLjqueDpfRRnJ7E33LXJ/faEHjD5M9/OnbXT95WqbRXq9za+m+qdEU1CkppgVZodXFNckwfCIzmafyxFE4pOhd8vqv0+sU/t19Xd6m7kHNpByvLLuM3yZ3Y7u2juE2Y0EBtuct3QmLENQvgqtjNc/4aK3srd7zkhyt0PH9wG1/5DreEkzookNcGqgemzAUevB70PYzWEd2wVavZGbJrXnz7zjB14yPoAd16TQVpqiuY+bosDVo9tEKK+7N3w9nVw4/vaM5xO/wCvXwGT1kLKQO/OHRYL/a7xrV0JPWDK5+57Lo3t1KJ+xna+nT9ISVIjgkPBYfj3I3DZk2ohPg2ebm9Ipd2z1NCnTw8cpii+d3TjT6H5dE/9efpt/iHV+xKbpsYtlJwCNBZCc9jVMvamcOmtEXV5mnEHatD6xQ/7Vti3vAD2fwq9fuf9bW1TOKQOcb89piNcudD7NgU5SWqCVd4BWH2nWsMjGKa8Oh1qIKDT4bIpNtxEmNHAjJWZbg+XSrtnKb47TF6vog+uNHxL13/eC4N+XqV1zUx1W+m616DoKDx/rvaS9Y0Z2yACW2QyXDLb/faIRBgxzbdzFx2Df97l21i9M1mw7XU4b5J2QlVlUftEJvs2IzBISVITrBozfbYtiu8GE1ZpbkqNCWPDfSOl0m5TCI1QXeY++sR+ATf/YQw1KdFVz9X2vIRGq5o8WqusNmZsgwhs1jI14659b9U7Ul9lCZzcrnpNzFHenTtlEDya71vvYHk+7HgT+l6tndTk7JVE3QeS1ASr6umzAlCJjSQsTeBMFux4Cwbf5FN3fgFRVCb8YgrrL2cyhcfD0CnaBzZmbIMIbHkHVAVud8lBwU/w1mjfkgedDgw+/hlN6gf37XW/Pa4r3LRaRXHWZJ2aYGW3qT9AdltLt8Q/TmXC/GgVRfMpy2u+BcPKC+Cbv0FZvvq+4Cf1APXcN3+TdYiEq/a94I5v3M8gSuwD03+oO1PvbBX8BMvH1f4eNiVzFHS7xPveoyAnSU2wyt4NC3s1qgZPmxLdEX7/vIqi+TTngmHWMlg/Fxw/J+Lr5qgHqOfWz1X7CPFLxjD1++huNl5IqLpt6e9b8Tn74KURKmopzYFNL9ZdoVs0SG4/Bau4LnDDe25nAgWc8HgYcnNLt0IAJ4sqNMcveVxcD9Tg4Bm7ICJJfX/5U7XbIpK0BxALUXJKrWo9dKr26r1Fx+GbRfCrGd7//sR1hRtW+Nau0AhIu9B9Je4zWfDF09Dl18GxllgTkaQmWJmjoeeolm6F/1QUwuGvVGmIsNiWbk3gamDBsJNFFWQs/JIKm/ay8m4X16v2yz86vxxroNNJQiO0VRbD7tUwcKx2UmMrh+NbVfSW06mWE9Ab1O+gN6LPgSuecb89ZSDMcVOvSrglSU2wKsuD3R+pwZXhCS3dmuZXeBTeu0kNBpSkpvk0sGBYYZmVCpudRWPT6Z7o+glV1gMSTS6xD0zPdL+9fS+44yvfzn36+0aUSahU1eWjUt1XEBdek6QmWJWchM/mqD9AwZDUJPWHBw9DqO+D7mRxvrMQ05GTv3pS3V4qK3bZXP0edk+MoH9qtL9bJ4JVWZ5a9yU6Va16nbtfraUUGqFu8+hDfLsOxnSCP7zksQhrB/LIOrQTGACAOX8PtrD2GMuz6P7Rle4TorwD8M9papZqMKwl1kQkqQlWKYPg0dyWboX/GEJ8LmQpi/OdvZN5RUz828cct0VhRbvOVoO3mIRoSqU5qnJ82kWqLlnhEdW7Mnm9+lC36QXYuQpu/6/3yxC0i4NzJ7jdHGeyMcv0EfEbjnPV2scByAydwktVV/OOPYMhxrk8HZKKZp1ug0ndYjXI/xVvSFIjgkPhEfj8z/CbP6kl970gi/OdvYqTu9houIf//OZ92vfUXoRPerWEX0UkqvVedD9P9o1NU70j1atej7gHht3hW5mEikL46QvoerHmbe0O7RP41R0vcKYwlzUxas2lvPwPuCasPX1Lw5ixMowCm0k7qYntDNe87H2bgpxPU7oXL15MWloaZrOZYcOGsXXrVo/7r1q1it69e2M2mxkwYABr166ts93pdDJ37lxSUlIICwsjIyODAwcO1NmnoKCACRMmEBUVRUxMDJMnT6a0tIHZEsK9/EOw7GoVg4G9Ss2CsFepAnalP/dSVZaotWuqtBOWaqkxYfRPjdZ8aI0NCVbWqDQmWGeTlNbH7fslCY3wu5iO6tYT1FaLr551FJns+yDzwqOw6hYVtdhtpEQa6dl7QO31YuBw+vToXnPdOJhTyq6Txa6P43nsPfgTu47naW4/WVThW5sDnNc9NStXrmTWrFm88sorDBs2jEWLFjFq1Cj2799PYqLrtLNNmzYxfvx4FixYwFVXXcXy5csZPXo0O3bsoH9/tZbFM888w/PPP8+yZcvo0qULjz76KKNGjWLPnj2YzWoA1YQJEzh9+jTr16/HZrMxadIkpk6dyvLlyxv5FgQpvUHdQw6W4n8J3WHSJ+rrP6fApfPggjvgxFZ4+1qYuaf2oid85jBF8o1jAA5TZEs3RYjmlzwAHj4OZbnqA2L1Ctinv1cDgItPuB1I3NBt7X66w3wS+ieutPyZ3U7XpTfklrcbTi8NHTrUeffdd9d8b7fbnR06dHAuWLBAc/8xY8Y4r7zyyjrPDRs2zHn77bc7nU6n0+FwOJOTk51/+ctfarYXFRU5Q0NDne+++67T6XQ69+zZ4wSc//vf/2r2+fTTT506nc558uTJs2p3cXGxE3AWFxef3Q8q3Np5osjZ+aE1zp0nilq6Kb459b3TeSZHfV1R7HSe/M7ptFl8Pl2bfz+a0J4fDzgfn3Onc8+PB1q6KUL4z6pJTucbv6/9/vEEp3PLEqezosjp3L9ORQ0nCsudO08UaT52HzrqPPLNe87dh466bPtox4mguuZ48/fbq54aq9XK9u3bmT27tuKpXq8nIyODzZs3ax6zefNmZs2aVee5UaNGsXr1agAOHz5MVlYWGRkZNdujo6MZNmwYmzdvZty4cWzevJmYmBjOO++8mn0yMjLQ6/Vs2bKFa65xrflisViwWCw13xcXq5kYJSUl3vzIZy3/9DGKCnKwxKpR6qFFB3EYI7CFJ6OrsmAqPoQtsjMOUziGijxCKvKxxKl1PEzFh3EaQrFFdABHFaGFP2KL7IjDFImhooCQ8mws8WoJb1PJUZw6A7bIc8BhJ7RwP7aIVByh0RgqiwgpO4Ulrg/odJjOHAPAGtkJnE5CC/ZSFd4BuzkGQ2UhBtsZrOGpXvfW/JRbhsNSTumZEkpKvFyboTUITwMHUP27UGWCFVPh1w9CzDmQvQfaJUBkIlhK1RLoCT3VtMviU2AthfY91bE5+6gsMeCwlLP7x5+wHcnBGt0VZ4iZkPIcDJbiOr8TdmMkVeFJtb8TUWk4jO0IqcjDUFGAJU6d11T8E86QMGzhKejsNkxFB7BFdsJhisBQkU9IRS6WuN4/73sEpz7Eze9EISFlp7HE91X7lhzDqdNhi+wITgehBfuoCk/Fbo7GUFlMSNlJLLG9QG/AeOY4OqcDa5QqEhmav4eqdsnYw+LQW0owlp7AEtsT9CEYS0+is1s5lVfIrfb3ycm9hpIkWTBMBInzZ4LTXntNGbsaIjuAVQfJw8EKWF3/9kTqITLSzTU0MgbCziO25BgkDFTPFfwE6CkNiwVLKUe++w8Vud3r/v+N6w06/c//f51Yo9TMrND8PVSFp2A3x6K3FGMs/eX/9RPoHFVYo9PUvgX7qAprjz0sHr21FOOZY1hjeuA0GDGWnUZXVYE1uuvP+/6IPSyOqrAE9LZy2ptsxKe4nw3mi+q/206ns8F9vUpq8vLysNvtJCUl1Xk+KSmJffu0l3rOysrS3D8rK6tme/Vznvapf2srJCSEuLi4mn3qW7BgAY899pjL8x07ygJdTWX4opZuQVNb1qijxy1qmlYEhP+7rKVbIETA+/2ilm6Bf505c4boaM9LQQTs7KfZs2fX6SFyOBwUFBQQHx+PztuVH9ugkpISOnbsyPHjx4mKkoJonsh75R15v86evFdnT96rsxds75XT6eTMmTN06KA5T6wOr5KahIQEDAYD2dnZdZ7Pzs4mOVl7OlxycrLH/atjdnY2KSkpdfZJT0+v2Scnp25Rr6qqKgoKCty+bmhoKKGhdQuUxcTEeP4BA1BUVFRQ/NI3BXmvvCPv19mT9+rsyXt19oLpvWqoh6aaV1O6TSYTQ4YMYePGjTXPORwONm7cyPDhwzWPGT58eJ39AdavX1+zf5cuXUhOTq6zT0lJCVu2bKnZZ/jw4RQVFbF9+/aafT7//HMcDgfDhg3z5kcQQgghRIDy+vbTrFmzuPnmmznvvPMYOnQoixYtoqysjEmTJgEwceJEUlNTWbBgAQDTp09n5MiRLFy4kCuvvJIVK1awbds2lixZAoBOp2PGjBk8+eST9OjRo2ZKd4cOHRg9ejQAffr04fLLL2fKlCm88sor2Gw2pk2bxrhx486qO0oIIYQQgc/rpGbs2LHk5uYyd+5csrKySE9PZ926dTUDfY8dO4ZeX9sBNGLECJYvX84jjzzCnDlz6NGjB6tXr65ZowbgwQcfpKysjKlTp1JUVMSFF17IunXrataoAXjnnXeYNm0al156KXq9nmuvvZbnn3++MT97QAsNDWXevHkut+CEK3mvvCPv19mT9+rsyXt19uS9ck/nPJs5UkIIIYQQrZxPZRKEEEIIIVobSWqEEEIIERAkqRFCCCFEQJCkRgghhBABQZKaNmzx4sWkpaVhNpsZNmwYW7dudbvv0qVLueiii4iNjSU2NpaMjAyP+wcab96rDz/8kPPOO4+YmBjCw8NJT0/nrbfe8mNrW54379cvrVixAp1OV7McQzDw5r1644030Ol0dR6/nOUZ6Lz9vSoqKuLuu+8mJSWF0NBQevbsydq1a/3U2pblzXt18cUXu/xe6XQ6rrzySj+2uJVo5uKaopmsWLHCaTKZnK+99ppz9+7dzilTpjhjYmKc2dnZmvvfcMMNzsWLFzu/++475969e5233HKLMzo62nnixAk/t9z/vH2v/vOf/zg//PBD5549e5wHDx50Llq0yGkwGJzr1q3zc8tbhrfvV7XDhw87U1NTnRdddJHzD3/4g38a28K8fa9ef/11Z1RUlPP06dM1j6ysLD+3umV4+15ZLBbneeed57ziiiucX3/9tfPw4cPOL774wpmZmennlvuft+9Vfn5+nd+pXbt2OQ0Gg/P111/3b8NbAUlq2qihQ4c677777prv7Xa7s0OHDs4FCxac1fFVVVXOyMhI57Jly5qria1GY98rp9PpPPfcc52PPPJIczSv1fHl/aqqqnKOGDHC+Y9//MN58803B01S4+179frrrzujo6P91LrWxdv36uWXX3Z27drVabVa/dXEVqOx16znnnvOGRkZ6SwtLW2uJrZacvupDbJarWzfvp2MjIya5/R6PRkZGWzevPmszlFeXo7NZiMuLq65mtkqNPa9cjqdbNy4kf379/PrX/+6OZvaKvj6fj3++OMkJiYyefJkfzSzVfD1vSotLaVz58507NiRP/zhD+zevdsfzW1RvrxXH3/8McOHD+fuu+8mKSmJ/v3789RTT2G32/3V7BbRFNf3V199lXHjxhEeHt5czWy1JKlpg/Ly8rDb7TWrOFdLSkoiKyvrrM7x0EMP0aFDhzr/cQKRr+9VcXExERERmEwmrrzySl544QV++9vfNndzW5wv79fXX3/Nq6++ytKlS/3RxFbDl/eqV69evPbaa/zzn//k7bffxuFwMGLECE6cOOGPJrcYX96rn376iffffx+73c7atWt59NFHWbhwIU8++aQ/mtxiGnt937p1K7t27eK2225rria2al6XSRBt39NPP82KFSv44osvgmqQojciIyPJzMyktLSUjRs3MmvWLLp27crFF1/c0k1rVc6cOcNNN93E0qVLSUhIaOnmtHrDhw+vU/x3xIgR9OnTh7///e888cQTLdiy1sfhcJCYmMiSJUswGAwMGTKEkydP8pe//IV58+a1dPNarVdffZUBAwYwdOjQlm5Ki5Ckpg1KSEjAYDCQnZ1d5/ns7GySk5M9Hvvss8/y9NNPs2HDBgYOHNiczWwVfH2v9Ho93bt3ByA9PZ29e/eyYMGCgE9qvH2/Dh06xJEjR/j9739f85zD4QAgJCSE/fv3061bt+ZtdAtpzP/DakajkXPPPZeDBw82RxNbDV/eq5SUFIxGIwaDoea5Pn36kJWVhdVqxWQyNWubW0pjfq/KyspYsWIFjz/+eHM2sVWT209tkMlkYsiQIWzcuLHmOYfDwcaNG+t8CqzvmWee4YknnmDdunWcd955/mhqi/P1varP4XBgsViao4mtirfvV+/evdm5cyeZmZk1j6uvvppLLrmEzMxMOnbs6M/m+1VT/G7Z7XZ27txJSkpKczWzVfDlvfrVr37FwYMHa5JkgB9//JGUlJSATWigcb9Xq1atwmKxcOONNzZ3M1uvlh6pLHyzYsUKZ2hoqPONN95w7tmzxzl16lRnTExMzfTQm266yfnwww/X7P/00087TSaT8/33368z9e/MmTMt9SP4jbfv1VNPPeX897//7Tx06JBzz549zmeffdYZEhLiXLp0aUv9CH7l7ftVXzDNfvL2vXrsscecn332mfPQoUPO7du3O8eNG+c0m83O3bt3t9SP4DfevlfHjh1zRkZGOqdNm+bcv3+/c82aNc7ExETnk08+2VI/gt/4+n/wwgsvdI4dO9bfzW1V5PZTGzV27Fhyc3OZO3cuWVlZpKens27duprBZceOHUOvr+2Ie/nll7FarVx33XV1zjNv3jzmz5/vz6b7nbfvVVlZGXfddRcnTpwgLCyM3r178/bbbzN27NiW+hH8ytv3K5h5+14VFhYyZcoUsrKyiI2NZciQIWzatIm+ffu21I/gN96+Vx07duSzzz5j5syZDBw4kNTUVKZPn85DDz3UUj+C3/jyf3D//v18/fXX/Pvf/26JJrcaOqfT6WzpRgghhBBCNJZ83BJCCCFEQJCkRgghhBABQZIaIYQQQgQESWqEEEIIERAkqRFCCCFEQJCkRgghhBABQZIaIYQQQgQESWqEEEIIERAkqRFCCCFEQJCkRgghhBABQZIaIYQQQgQESWqEEEIIERD+H240uOTvriYCAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"and now NE Ohio ...\")\n",
    "cList = [46,17, 42,3, 27, 75,76,77, 66, 51, 84, 49]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))\n",
    "localVlist = list()\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        localVlist.append(v)\n",
    "print(\"Let's plot the NE weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"anysplit\",histtype=\"step\",bins=np.linspace(0.15,0.75,61))\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.15,0.75,61),ls=\"dotted\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1c8f73e4-0368-4b84-9790-7b43220a214b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now look at the Congressional municipality rule near Akron, and across all large cities\n",
      "Now for Congressional maps, determine where inhabitants have a significant seat expectation shift vs rule set\n",
      "And now converting the second HD file ...\n"
     ]
    }
   ],
   "source": [
    "print(\"Now look at the Congressional municipality rule near Akron, and across all large cities\")\n",
    "print(\"Now for Congressional maps, determine where inhabitants have a significant seat expectation shift vs rule set\")\n",
    "HDfile = \"anysplit15_HDstats\"\n",
    "HDdf = pd.read_csv(\"./2025_nosplit_output/\"+HDfile+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt = HDdf['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf.columns.values:\n",
    "    HDvtdString = HDdf['HDunitList']\n",
    "else:\n",
    "    HDvtdString = HDdf['HDvtdList']\n",
    "nHDs = len(HDvtdString)\n",
    "HDvtdList = [ast.literal_eval(HDvtdString[h]) for h in range(nHDs) ]\n",
    "HDpartialList = [ast.literal_eval(HDdf[\"partials\"][h]) for h in range(nHDs) ]\n",
    "HDpartialFrac = [ast.literal_eval(HDdf[\"HDvtdFrac\"][h]) for h in range(nHDs) ]\n",
    "for h in range(nHDs):\n",
    "    for i, v in enumerate(HDpartialList[h]):\n",
    "        if HDpartialFrac[h][i] > 0.5:  #the anysplit list had partials.  Bifurcate vtd's into full-in or all out\n",
    "            if v not in HDvtdList[h]:\n",
    "                HDvtdList[h].append(v)\n",
    "print(\"And now converting the second HD file ...\")\n",
    "HDfile2 = \"muni15_HDstats\"\n",
    "HDdf2 = pd.read_csv(\"./2025_nosplit_output/\"+HDfile2+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt2 = HDdf2['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf2.columns.values:\n",
    "    HDvtdString2 = HDdf2['HDunitList']\n",
    "else:\n",
    "    HDvtdString2 = HDdf2['HDvtdList']\n",
    "#nHDs = len(HDvtdString)  ##should match nHDs for anysplit case\n",
    "HDvtdList2 = [ast.literal_eval(HDvtdString2[h]) for h in range(nHDs) ]\n",
    "#HDpartialList2 = [ast.literal_eval(HDdf2[\"partials\"][h]) for h in range(nHDs) ]\n",
    "#HDpartialFrac2 = [ast.literal_eval(HDdf2[\"HDvtdFrac\"][h]) for h in range(nHDs) ]\n",
    "#for h in range(nHDs):\n",
    "#    for i, v in enumerate(HDpartialList2[h]):\n",
    "#        if HDpartialFrac2[h][i] > 0.5:\n",
    "#            if v not in HDvtdList2[h]:\n",
    "#                HDvtdList2[h].append(v)\n",
    "LeanAvg2 = HDdf2[\"LeanAvg\"]\n",
    "fracSeat2 = HDdf2[\"fracSeat\"]\n",
    "LeanAvg = HDdf[\"LeanAvg\"]\n",
    "fracSeat = HDdf[\"fracSeat\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c73c3e92-0d7e-4c8e-be8a-e6e629cb1b6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "continuing to compute each precinct's mean seat expectation ...\n",
      "working on HD 0\n",
      "working on HD 1000\n",
      "working on HD 2000\n",
      "working on HD 3000\n",
      "working on HD 4000\n",
      "working on HD 5000\n",
      "working on HD 6000\n",
      "working on HD 7000\n",
      "working on HD 8000\n",
      "Visualizing where preserving munis causes a seat shift of at least 0.1 . Red = shift toward GOP\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"continuing to compute each precinct's mean seat expectation ...\")\n",
    "vtdHDseats, vtdSumWt, vtdHDseats2, vtdSumWt2 = [0.]*nHDs, [0.]*nHDs, [0.]*nHDs, [0.]*nHDs\n",
    "for v in range(nHDs):\n",
    "    if v%1000 == 0:\n",
    "        print(\"working on HD\",v)\n",
    "    if HDwt[v] > 0: #skip the blank HDs (will be blank in both collections)\n",
    "        for u in HDvtdList[v]:\n",
    "            vtdHDseats[u] += HDwt[v] * fracSeat[v]\n",
    "            vtdSumWt[u]   += HDwt[v]\n",
    "        for u in HDvtdList2[v]:\n",
    "            vtdHDseats2[u] += HDwt2[v] * fracSeat2[v]\n",
    "            vtdSumWt2[u]   += HDwt2[v]\n",
    "for v in range(nHDs):\n",
    "    if vtdSumWt[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats[v] = vtdHDseats[v] / vtdSumWt[v]\n",
    "    if vtdSumWt2[v] == 0:  #a skipped vtd\n",
    "        vtdHDseats2[v] = 0.5\n",
    "    else:\n",
    "        vtdHDseats2[v] = vtdHDseats2[v] / vtdSumWt2[v]\n",
    "minSeatShift = 0.1\n",
    "print(\"Visualizing where preserving munis causes a seat shift of at least\",minSeatShift,\". Red = shift toward GOP\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "        COLOR = \"blue\"\n",
    "        if vtdHDseats2[v] > vtdHDseats[v]:\n",
    "            COLOR = \"red\"\n",
    "        plotPolyLWcolor(tractGeom[v], 1, COLOR)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fff1e61d-f5a1-45ce-b817-4c69ef7f54be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "refreshing the VTD = unitDems and Reps, based on Trump2020 and Congressional units ...\n",
      "Lets import the CONGRESSIONAL vtd - unit topology \n",
      "building the muni geometries, then plot the ones bigger than a single vtd ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"refreshing the VTD = unitDems and Reps, based on Trump2020 and Congressional units ...\")\n",
    "nElections = 5\n",
    "unitDems, unitReps = [list() for e in range(nElections) ], [list() for e in range(nElections) ]\n",
    "vtdVotesDF = pd.read_csv(\"./state_map_files/oh_5electionVTDvotes.csv\")\n",
    "DemCols = [\"Dems0\",\"Dems1\",\"Dems2\",\"Dems3\",\"Dems4\"]\n",
    "RepCols = [\"Reps0\",\"Reps1\",\"Reps2\",\"Reps3\",\"Reps4\"]\n",
    "mergedDF = pd.merge(tractPopFile , vtdVotesDF, on=\"GEOID20\")\n",
    "for e in range(nElections):\n",
    "    eDems, eReps = list(mergedDF[ DemCols[e] ]), list(mergedDF[ RepCols[e] ] )\n",
    "    unitDems[e], unitReps[e] = eDems.copy(), eReps.copy()\n",
    "\n",
    "print(\"Lets import the CONGRESSIONAL vtd - unit topology \")\n",
    "infile = \"./state_map_files/OH15muniUnitTopologies_01Jan.csv\"\n",
    "topologyDF = pd.read_csv(infile)\n",
    "muniPop = topologyDF[\"unitPop\"]\n",
    "muniVTDlistString = topologyDF[\"unitTractList\"]  #unitVTDlist\n",
    "muniCountyNo = topologyDF[\"unitCountyNo\"]\n",
    "muniCPx = topologyDF[\"centroid x\"]\n",
    "muniCPy = topologyDF[\"centroid y\"]\n",
    "nMunis = len(muniPop)\n",
    "muniVTDlist = [ast.literal_eval(muniVTDlistString[m]) for m in range(nMunis)]\n",
    "countyUnitList = [list() for c in range(nCounties)]\n",
    "for m in range(nMunis):\n",
    "    countyUnitList[muniCountyNo[m]].append(m)\n",
    "print(\"building the muni geometries, then plot the ones bigger than a single vtd ...\")\n",
    "muniGeom = [tractGeom[muniVTDlist[m][0]] for m in range(nMunis)]\n",
    "muniDems, muniReps = [0.]*nMunis, [0.]*nMunis\n",
    "for m in range(nMunis):\n",
    "    for v in muniVTDlist[m]:\n",
    "        muniGeom[m] = muniGeom[m].union(tractGeom[v])\n",
    "        muniDems[m] += unitDems[0][v]  #using TrumpBiden election here for muniLeans\n",
    "        muniReps[m] += unitReps[0][v]\n",
    "    if len(muniVTDlist[m]) > 1:\n",
    "        plotPoly(muniGeom[m])\n",
    "plt.show()\n",
    "muniLean = [muniReps[m] / (muniDems[m] + muniReps[m]) for m in range(nMunis) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2821d818-1f27-465d-905d-56c6c4c57514",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pull in the Cleveland shape as well\n",
      "we will now read in a shapefile of Cleveland to be kept whole\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Pull in the Cleveland shape as well\")\n",
    "CITY = \"Cleveland\"\n",
    "print(\"we will now read in a shapefile of \"+CITY+\" to be kept whole\")\n",
    "cityDF = gpd.read_file(\"./state_map_files/\"+CITY+\".dbf\")\n",
    "cityBoundary = cityDF[\"geometry\"]\n",
    "cityBoundary = cityBoundary.to_crs(tractGeom.crs)[0]\n",
    "plotPoly(cityBoundary)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b9254049-0879-4d48-bbba-881ad42618d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zooming in on Akron area ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the local net total seat swing to the GOP for the rule set is -0.00446\n",
      "Let's plot the NE weighted histograms for each DISTRICT's mean expected lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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g4Kl/KylqhBBCBBWdTh15ZLVa/ZyJOFNVVVUA6PX6Fh1HRj8JIYQIKiEhIYSFhZGfn49er0erle/vgUpRFKqqqsjLyyMmJqauIG0uKWqEEEIEFY1GQ0pKCocOHeLIkTNfpkD4T0xMDMnJyaff8DSkqBFCCBF0DAYDmZmZcgmqFdDr9S0+Q1NLihohhBBBSavVOk25L4KbXGgUQgghRFCQokYIIYQQQUGKGiGEEEIEBSlqhBBCCBEUpKgRQgghRFCQokYIIYQQQUGKGiGEEEIEBSlqhBBCCBEUpKgRQgghRFCQokYIIYQQQUGKGiGEEEIEhWYVNUuWLCEjIwOTycTgwYPZunVrk9uvXr2aHj16YDKZ6NOnD2vXrq1rs9lsPPLII/Tp04fw8HBSU1O57bbbOHHiRINjFBUVMWHCBKKiooiJiWHy5MlUVFQ0J30hhBBCBCG3i5pVq1Yxa9Ys5s2bx/bt2+nXrx+jRo0iLy/P5fbffvstN910E5MnT+bHH39kzJgxjBkzhp07dwJQVVXF9u3beeKJJ9i+fTsff/wx+/bt4+qrr25wnAkTJrBr1y7Wr1/PmjVr+L//+z+mTp3ajLcshBBCiKCkuGnQoEHKvffeW/fYbrcrqampyvz5811uf+ONNyqjR49u8NzgwYOVu+66q9HX2Lp1qwIoR44cURRFUXbv3q0Ayv/+97+6bT7//HNFo9Eo2dnZZ5R3aWmpAiilpaVntL1onl+OlygdH1mj/HK8pFntQgghxO+58/fbrTM1VquVbdu2MXLkyLrntFotI0eOZMuWLS732bJlS4PtAUaNGtXo9gClpaVoNBpiYmLqjhETE8PAgQPrthk5ciRarZbvv//e5TEsFgtlZWUNbkIIIYQIXm4VNQUFBdjtdpKSkho8n5SURE5Ojst9cnJy3NrebDbzyCOPcNNNNxEVFVV3jMTExAbbhYSEEBcX1+hx5s+fT3R0dN0tPT39jN6jEEIIIVqngBr9ZLPZuPHGG1EUhVdeeaVFx5o9ezalpaV1t2PHjnkoSyGEEEIEohB3Nk5ISECn05Gbm9vg+dzcXJKTk13uk5ycfEbb1xY0R44c4T//+U/dWZraY5zaEbmmpoaioqJGX9doNGI0Gs/4vQkhhBCidXPrTI3BYGDAgAFs3Lix7jmHw8HGjRsZMmSIy32GDBnSYHuA9evXN9i+tqDZv38/GzZsID4+3ukYJSUlbNu2re65//znPzgcDgYPHuzOWxBCCCFEkHLrTA3ArFmzmDhxIgMHDmTQoEEsWrSIyspKJk2aBMBtt91GWloa8+fPB2D69OkMHz6chQsXMnr0aFauXMkPP/zAsmXLALWguf7669m+fTtr1qzBbrfX9ZOJi4vDYDDQs2dPLrvsMqZMmcKrr76KzWZj2rRpjB8/ntTUVE99FkIIIYRoxdwuasaNG0d+fj5z584lJyeH/v37s27durrOwEePHkWrrT8BNHToUN5//33mzJnDY489RmZmJp988gm9e/cGIDs7m08//RSA/v37N3itr776ihEjRgDw3nvvMW3aNC6++GK0Wi1jx45l8eLFzXnPQgghhAhCGkVRFH8n4QtlZWVER0dTWlraoL+O8Kyd2aVc+dLXrLlvGL3Tot1uF0IIIX7Pnb/fATX6SQghhBCiuaSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBAUpaoQQQggRFKSoEUIIIURQkKJGCCGEEEFBihohhBBCBIUQfycghBD+ll1STXGltdH22HADaTGhPsxICNEcUtQIIdq07JJqRi7cTLXN3ug2oXodGx4YLoWNEAFOihohRJtWXGml2mZn0bj+dE2McGrPyqtgxqodFFdapagRIsBJUSOEEEDXxAh6p0X7Ow0hRAtIR2EhhGiJkmP19wsPQNEh9b7DDid2QFWRX9ISoi2SokYIIZqr5Bi82A8qC9THax+EDfPU+zVmWDYcDvzHf/kJ0cbI5SchhGgufShcOLv+8RXPg+a374ohJpi6GWI6+Cc3IdogOVMjhBDNFZ4AFzykRoD4LhDXSb2v1akFzf71cglKCB+RokYI0ebFUF7/4OTPUJGn3jeXYSr4BQM21ztWl8DetWp0peQo/HOqGoUQXidFjRCiTdNXZLPcsBBddaH6xIor4OcP1fvZ2+j6z9Ekakpc71x8GFbepEZXkvvCnDw1CiG8TvrUCCHaNsVBrhJHVE2V+njSWohMVu+nDSDr2s/I+6DA9b5JZ8FDB8DUyFBwrRa0Rs/nLIRwSc7UCCHaNFtkOtNs92OLTFefSOkLEYnqfVMUdlMcc0LeRV+R7byzTq/2p9HpXR+86BCsnFA/zFsI4VVS1Agh2jaHjTjKwOG634zWVsU52v1obVXOjcVH4J9/VKMrigPsVjUKIbxOihohRJtmKtrLdtPdmIr2umy3xGZypfVZLLGZzo12KxQdVKMr8V1gwmo1CiG8TooaIUSbZo3swJ3WB7BGNmM+mYRMmPyFGoUQfidFjRCiTXMYo9ngGIDD6Lqzr7FwD1uN92As3OP+wU/sgCej1SiE8DopaoQQbZquupCbdRvrh3Sfwh4ax9s1l2APjXNuPPkzPNteja5Ep8NVi9UohPA6KWqEEG2avvIET4WsQF95wmV7TVgSL9uvpSYsybkxMhlGPFo/BPxU4fEwYKIahRBeJ0WNEKJNMyf0oavlXcwJfVy2a22VnKP5Fa2t0rkxIhGGTqsfAn6q6mLY/akahRBeJ0WNEEI0wVB6kI+NT2IoPejcaC6DA1+p0ZXiI/DhrY0P+RZCeJQUNUKINs1Qeoi39fMxlLqeIM8Sk8kllgVYYlyMcCo6CO+MUaMrSb3h4UNqFEJ4nSyTIIRo0xSNlnJCSdK4/o6nhJjYr7RHCTE5Nyb2hOk/N96nRhcCYS46GAshvELO1Agh2jRbVEfutc3AFtXRZXtIxUlmh7xHSMVJF41GiO2oRleKD8M/pjS+4KUQwqOkqBFCtG0OO6GYwWF32ayzljFSux2d1UW/mZJj8NkDanTFXgNlJ9QohPA6KWqEEG2aqWg3e0x3YCra7bLdEtedi60LscR1d260VcGxrWp0JaErTPpMjUIIr5OiRgjRptki0rnfOg1bRDMmyGvXHe7+rxqFEH4nRY0Qok2zm2L41DEUuynGZbuxaB+bDDMxFu1z/+Anf4Y/pzQ+47AQwqOkqBFCtGk6cwljtF+jM5e4bLcbo1nrGIzd1dpQOTvh+W5qdCUyBS6ep0YhhNc1q6hZsmQJGRkZmEwmBg8ezNatW5vcfvXq1fTo0QOTyUSfPn1Yu3Ztg/aPP/6YSy+9lPj4eDQaDTt27HA6xogRI9BoNA1ud999d3PSF0KIOvqKYywyLEVf4bqzb014MgtqxlMT7mLYdngCnDtFja5EtIPz7lajEMLr3C5qVq1axaxZs5g3bx7bt2+nX79+jBo1iry8PJfbf/vtt9x0001MnjyZH3/8kTFjxjBmzBh27qz/ZlNZWcmwYcP4y1/+0uRrT5kyhZMnT9bdFixY4G76QgjRgDn+LLqZ38Icf5bLdk2NmR6ao2hqzM6Nkckw/KHG56kxl0HWhsZnHBZCeJTbRc0LL7zAlClTmDRpEr169eLVV18lLCyMN954w+X2L774IpdddhkPPfQQPXv25Omnn+acc87h5Zdfrtvm1ltvZe7cuYwcObLJ1w4LCyM5ObnuFhUV5W76QgjRkEaLFT00MvmesWQ/64yPYizZ79xoqVBHP1kqXB+76CC8O7bxGYeFEB7lVlFjtVrZtm1bg+JDq9UycuRItmzZ4nKfLVu2OBUro0aNanT7prz33nskJCTQu3dvZs+eTVVVI8MoAYvFQllZWYObEEKcSl92hFf1f0Nf5np9Jkt0F662PI0luotzY2EWvH6JGl1J7AUzd6tRCOF1bi2TUFBQgN1uJykpqcHzSUlJ7N271+U+OTk5LrfPyclxK9Gbb76Zjh07kpqays8//8wjjzzCvn37+Pjjj11uP3/+fP70pz+59RrCd3TmYjhxCFL6gUZT/002rrN/ExNtjkZRMGBDoygu2xV9GD8rXVD0Yc6N7brDPd9BbIbrg4cYIDrNc8kKIZrUakY/TZ06lVGjRtGnTx8mTJjA22+/zT//+U8OHDjgcvvZs2dTWlpadzt2rJEZP4VfRB7dAMuG18/iuu4x9SaEj1mjM7jD9jDW6AyX7SFVucwI+YiQqlznRn2ouv6TPtT1wUuOwb+nNz7jsBDCo9wqahISEtDpdOTmNvzPnZubS3Ky645yycnJbm1/pgYPHgxAVpbr075Go5GoqKgGN+F/WksJV2i/oyrpXJi6GbQ6teGyZ2HUn9Xp5Bv5xiyEP+jMxYzTbVLPLp6qNBu+nKNGV2zVcPInNQohvM6tosZgMDBgwAA2btxY95zD4WDjxo0MGTLE5T5DhgxpsD3A+vXrG93+TNUO+05JkfkfWhND+TGWGhajtZVDan/10hOol50s5fB0vPpHQAgPyy6pZmd2qdMt/9etHDbdjKngF5f7WeJ6MMTyMpa4Hi4ay2Df52p0pV03mLpJjUIIr3OrTw3ArFmzmDhxIgMHDmTQoEEsWrSIyspKJk2aBMBtt91GWloa8+fPB2D69OkMHz6chQsXMnr0aFauXMkPP/zAsmXL6o5ZVFTE0aNHOXHiBAD79qkzd9aOcjpw4ADvv/8+V1xxBfHx8fz888/MnDmTCy64gL59+7b4QxC+Y47rRW/za6yMc9FxMqYDXLNUjUJ4UHZJNSMXbqba5rxoZSxlXGmYyj2JGe4fOLEn3Let5QkKITzC7aJm3Lhx5OfnM3fuXHJycujfvz/r1q2r6wx89OhRtNr6E0BDhw7l/fffZ86cOTz22GNkZmbyySef0Lt377ptPv3007qiCGD8+PEAzJs3jyeffBKDwcCGDRvqCqj09HTGjh3LnDlzmv3GhZ9odVQQVn/Z6ffC4uDsCb7PSQS94kor1TY7i8b1p2tihFN7bPgYUmJc94sxFv/K54ZHCCleAWnnuvfCOTvh7avhtk8huffptxdCtIjbRQ3AtGnTmDZtmsu2TZs2OT13ww03cMMNNzR6vNtvv53bb7+90fb09HQ2b97sbpoiAOnLjrJY/xL6sg6Q1qdhY3UxHNwEnUdAaKw/0hNBrmtiBL3TTlnuoLoYDq0H4/kuf+4c+gi+c/RiqN65GCJvD3xwE9z0gXrW5lTh7WDIvWoUQnhdqxn9JIKDRrETRxkaxfkyAMVHYPXtahTCV4qPwIe3NvpzZ4tI5U81E7FFpDo3mqLhrDFqdCUyCc5/QI1CCK9r1pkaIZrLGt2JW2yPsya6k3Njch949BgYwn2fmGi7knrDw4fA6HqEpKbGTEdNzm/LJJxSvESlwsgnGz+2pQJyflF/to0uzvQIITxKztSIwKHVgSnKdX8bIbxFF6L259K5/o5nLNnPZuMs18sk2KrVfjONDdkuzIIVlzU+47AQwqOkqBE+ZSrYyT7jbZgKdjo3Fh+Gj+5QoxC+UnwY/jGl0Z87a1QnxlvnYI1ycXYxfx+8+gc1utKuB0z7QY1CCK+Tokb4lC08hWdqbsEW7mJ+IYcdKgvqZxkWwhfsNVB2Qo0uOAxqR2GHwcXlo4RMmPIfNbqiN6ltepMHExZCNEaKGuFT9tB43rFfij003rkxvgtM/FSNQvhKQleY9JkaXdBV5TNV9290VfnOjYZwSBvQeD+w0mx1+Y/GZhwWQniUFDXCp7TWMi7U/ojWKqumi9ZBX53PPSGfoq92UdSU58BX89XoiqUcDmxUoxDC66SoET5lKDvCCsNfMZS5GD578id4up0skyB86+TP8OcUNbpgju9Ff8tyzPEuZsGuKoTtb6vRlcQecO/3ahRCeJ0UNcKnzHE9ONe8BLOrdXSi0mDUs2oUwlciU+DieWp0V9JZ8MAeNQoh/E6KGuFbWj35xIJW79wWngCDpqhRCF+JaAfn3a1GFwwlB/jYMBdDyQH3j527G/7WR41CCK+Tokb4lL78OM+FLENffty50VwKv36hRiF8xVwGWRvU6IKiM/Kroz2KzujcmLcXlg5VoyuhsdD3Rln2QwgfkaJG+JTGbqGb9jgau8W5segQvH+jGoXwlaKD8O5YNbpgi2zPozVTsUW2d240RkDGsMZnC45KgYufUKMQwuukqBE+ZY3pwnXWp7DGuBi2nXQWPLBP+icI30rsBTN3q9EVh412FIPD5twW3R6uWKBGV6xVcGKHGoUQXidFjQgcOj1EJqtRCF8JMUB0mhpdMBXt5X+mezEVubjEZDND4QE1ulLwKywbrkYhhNdJUSN8ylS4mx3GKZgKXXScLDkK/5qmRiF8peQY/Hu6Gl2wRnVkkvUhrFEdnRvz98JL56jRlYRuMHWzGoUQXidFjfApW2g7ltZcjS3UxUiTGov6x6HGRX8bIbzFVq3OjdTIopQOQxRfOc7GYXCxind8F5i4pvFZsA1hkNpfjUIIr5OiRviUPawdy+xXYQ9zUdQkZMKdGxpfR0cIb2jXDaZuUqMLuupCbtV9ia7axQR7xkjodL4aXSk7CRufVqMQwuukqBE+pbVWcJ52N1prhb9TEeKM6CtPMifkXfSVLgqTijz45kU1ulJdDD9/qEYhhNdJUSN8ylB2iJWGZzCUuRi2nfMLPNdRjUL4Ss5OWNBZjS6YE3rT3fI25oTezo0VufDfF9ToSlIvmPmLGoUQXidFjfApS0wmwy0vYIlxcYkpIgnOn6VGIXwlvB0MuVeN7kruA48eUaMQwu+kqBE+pYSYOKIko4SYnBsjEuEP09UohK9EJsH5D6jRBUPpId7V/xlDaTMmhczbC0sGNz7jsBDCo6SoET6lrzjBvJC30FeccG60lMOh/6pRCF+xVMCRLWp0QdHoKCIKRaNzbizYD6+NVKMrxkjocnHjHYmFEB4lRY3wKa3tt47CNhd/QAoPwFtXqlEIXynMghWXqdEFW1QH7rfdhy2qg3NjiBHa9VCjK9FpcNmzahRCeJ0UNcKnLLHduNz6FyyxLobPtusB921XoxC+0q4HTPuh8Z87h50IqsBhd26L6QDXvKxGV2xm9SxOYzMOCyE8SooaETj0JnUSM72L/jZCeIvepM6N1MjPnaloNztNd2IqcjELtt0G5TlqdCV/L7w8sPEZh4UQHiVFjfApY9FethinYXS1jk7pcVj7sBqF8JXSbFj3mBpdsEamc4/1fqyR6c6NubtgYXc1uhLfFSatU6MQwuukqBHek7cHyn7rEGyrhhM7UHQmVtlHYDfFOm9vqYDDXzfaYVMIr7CUw4GNjXZQdxhjWOs4D4cxxrkxrhPc/KEaXTFGQMchahRCeJ0UNcJ7PrgJti5T7xcegGXD0VlLWVRzPTVhLobPJvaAe75VoxC+ktgD7v2+0Z87nbmY63Wb0ZldzApsioZuo9ToSnku/HehGoUQXidFjfAoY9E+NhoewFi0D276AAZNVRviu8DUzZhdTbonRADTVxznef3f0Ve4uCxaWQBbl6vRlcp82LJEjUIIr5OiRniU3RDFBsc52A1RkNgTolLVBn0opPZH0TexWnHuLljYs/H+CUJ4Q+5u+FsfNbpgju9NF/M7mONdLJNQlg1fPKZGV5J7w8MH1SiE8LoQfycggktNRArzaybwh4gU93cOi4dzblOjEL4SGgt9b1SjKxoNdnSg0Ti3pfSDJ+QsjBCBQs7UCI/S1JjJ1BxHU9OMeTkik+HC2WoUwleiUuDiJ9TogqHsMMv1z2MoO+z+sfN/hWUj1CiE8DopaoRHGUv2s974MMaSRqaNb4q1ErK3qVEIX7FWwYkdanRX4QF46+rGZ8HWh6pnc/ShLUpRCHFmpKgRHmWN7sx1liexRnd2f+eC/bD8osbX0RHCGwp+hWXD1eiCNSqDKbYH0FrLoapIfbK6WC2EAMITQOtiXSiAmHS46kU1CiG8Tooa4VEOfTjblW449OHu79yuO9z9jRqF8JWEbjB1sxobocNB13+Ohn2fq08c3KQWQuHt4Po3IDbD9Y41VnVSvxqrx9MWQjiTjsLCo0Kqcpmm+ychVZlAI3N3NEYfKqNEhO8ZwiC1f5Ob2NGSde1ndM3spT7ReYRaCBnCyS6pprjSddFiKvhFLYambj7tawghWk6KGuFRuuoibgtZT2n1ne7vXHZCnaxv0NT6oeBCeFvZSfjfa3DunY12FgYNOx2dMBfroLgU9SR3Jwqzirj7nW1U21wsdglEUMV5+tk8pUtFfqKF8D4paoRHWeJ7MsiylDXxPd3f2VwKuz6BvuOkqBG+U10MP38Ivce6LGpiww2E6nXMWLXD5e6heh1v3TGI+HCDU1tWXgUzVoUxo8YoRY0QPiBFjQgciT1h+g5/ZyHamqReMPOXRpvTYkLZ8MDwRi8xxYYbSItxPbpJV13A7bp16Kp74PblWCGE26SoER5lLN7PGsNjGItfh7SB/k5HCI9IiwlttHBpir4ql4dDVnGi6iagi+cTE0I0IKOfhEc59GFsd2TiaGo5hMbk7YGXBqhRCF/J2wtLBqvRw8zxZ9HLsgJz/FkeP7YQwpkUNcKjbBFpzK2ZhC0izf2djVHQ/XI1CuErxkjocrEahRCtmhQ1wqM0dgvtNflo7Bb3d45Og0ufUaMQvhKdBpc965WfO0PJQVYansZQctDjxxZCOJOiRniUsfhXvjZOx1jcjLVubNXqpSdbtecTE6IxNrM6i7WtGeuVnYaiDeGkEoeile6LQviCFDXCo6xRGUywzsYaleH+zvn7YOl5ahTCV/L3wssD1ehhtqgOzLTdiy2qg8ePLYRwJkWN8CiHIZJvHH1wGJrRPyG+K0xer0YhfCW+K0xa552fO0cN0VSAo8bzxxZCOJGiRniUriqfybrP0FXlu7+zMQLSB6lRCF8xRkDHIV75uTMV7eEn01RMRTKiTwhfkKJGeJS+Oo8ZIR+jr85rcrusvAp2Zpc2uO3d/ytlXzwL5Tk+ylYIoDwX/rtQjR5mjUznLusMrJGySrcQviC914RHmePPoo/lddY0Mi9HU1PO99Ac5R3D38ntPIqkyGQvZyrEbyrzYcsSyBwFkUkePbTDGMMXjkHcZ4zx6HGFEK5JUSN8qqkp57PyKjh3VQfWhHXFs39ahGhCcm942DtDrnXmIsbpvkJn7oUskyCE90lRIzzKUHKA1YYnMZT8HdLOcblNc6ecF6K10Vdk8xf9crIqxgCd/J2OEEFP+tQIj1J0Bo4oySg65xWLT6d+3aj9XshMiEbk/wrLRqjRw8wJfcgwv485oY/Hjy2EcCZFjfAoW2Q6D9ruxtaMjpEtWjdKiObSh0JKPzUKIVo1KWqEZzlsxFEGDpvbu7Zo3SghmismHa56UY0eZig9zBv6BRhKD3v82EIIZ1LUCI8yFe1lu+luTEXuz87aonWjhGiuGiuUZqvRwxSNBit6FI3G48cWQjiTokZ4lDWyA3daH8Aa6f608C1aN0qI5srbDX/rpUYPs0V15G7bTGxRHT1+bCGEMylqhEc5jNFscAzAYXR/+GqL1o0SorniOsMt/1CjpykODNhAcXj+2EIIJzKkW3iUrrqQm3Ub0VX3xN15OVq0bpQQzWWKgq4jvXPowl38aprIV/s/Yo+lG/qKY5jjeoFWh77sCNHhoSR3yPTKa2eXVLucDwrUSTBlWgURjKSoER6lrzzBUyErOFx5HeDeN9/6daO6IxOVCZ+pyIed/4DeYyGinUcPHZbUmYcd0/jiiyKGa5ex2PAyPc1vUI2J5frnCdXW4Pjjh6Qmp3j0dbNLqhm5cDPVNrvL9lC9jg0PDJfCRgQdKWqER5kT+tDV8i5rmjEvR+26UbnVtwCyUrfwkfKTsPFP0HGox4ua1ORUps+aw22VVnTm88iquJzVv52pOXEonvvXHOJtexipHn1VKK60Um2zs2hcf7omNlyoMyuvghmrdlBcaZWiRgQdKWpEwDjdulFCeEVKX3j8pNcOXz+DdjTw+w7DPSmi0GuvC9A1MYLeaXLWU7Qd0lFYeJSh9BBv6+djKD3k71SECGimgl/IMt6CqeAXf6ciRNCQokZ4lKLRUk4oisb9H636daMOeCEzIRpRkAUrRqvRh2zhqepkk+GevvgkRNvVrKJmyZIlZGRkYDKZGDx4MFu3bm1y+9WrV9OjRw9MJhN9+vRh7dq1Ddo//vhjLr30UuLj49FoNOzYscPpGGazmXvvvZf4+HgiIiIYO3Ysubm5zUlfeJEtqiP32mY0a16OlqwbJUSz6UIgKlWNPmQPjed9+8XYQ+N9+rpCBDO3i5pVq1Yxa9Ys5s2bx/bt2+nXrx+jRo0iLy/P5fbffvstN910E5MnT+bHH39kzJgxjBkzhp07d9ZtU1lZybBhw/jLX/7S6OvOnDmTf//736xevZrNmzdz4sQJrrvuOnfTF97msBOKGRyuR100pSXrRgnRbLEZMHa5Gn1IaynlRt1X6MxF6hPFR6Dgd4u5nvwZKlz/XhVCuOZ2UfPCCy8wZcoUJk2aRK9evXj11VcJCwvjjTfecLn9iy++yGWXXcZDDz1Ez549efrppznnnHN4+eWX67a59dZbmTt3LiNHup4rorS0lNdff50XXniBiy66iAEDBrBixQq+/fZbvvvuO3ffgvAiU9Fu9pjuwFTUjNlZW7BulBDNZq+BqiI1+pDOVsEC/XJCqgvUJzY9B/+aVr/Biivg5w99mpMQrZ1bRY3VamXbtm0Nig+tVsvIkSPZsmWLy322bNniVKyMGjWq0e1d2bZtGzabrcFxevToQYcOHRo9jsVioaysrMFNeJ8tIp37rdOwRbh/tqUl60YJ0Wy5O2FBJzX6kC0ijaHmxViiO6lPjHgUrqn/ssektdD3xqYPUnwYCn/XB+3kT1BZ4PFchWgt3CpqCgoKsNvtJCUlNXg+KSmJnJwcl/vk5OS4tX1jxzAYDMTExJzxcebPn090dHTdLT1dLmn4gt0Uw6eOodhNMW7v25J1o4RottiOcOM7avSxEySAVl+fR8LvZheOzYDcXWBu4gvZxqdgzcz6x6+NhF3/RGst40Ltj2it8mVOtC1BO/pp9uzZlJaW1t2OHTvm75TaBJ25hDHar9GZS9zetyXrRgnRbKGx0OtqNQaSooPwzhg1nsphV4udCx+HK/9W//ydG+CsazGUHWGF4a8Yyo74LF0hAoFbRU1CQgI6nc5p1FFubi7Jycku90lOTnZr+8aOYbVaKSkpOePjGI1GoqKiGtyE9+krjrHIsBR9hftFZP26Ud6dkEyIBioLYdtbagwkiT1h+s9qPFXOL/BcOljKIb5L/fMp/SA8AXNcD841L8Ec18N3+QoRANwqagwGAwMGDGDjxo11zzkcDjZu3MiQIUNc7jNkyJAG2wOsX7++0e1dGTBgAHq9vsFx9u3bx9GjR906jvA+c/xZdDO/hbkZswLXrhulrzzhhcyEaETpMfj3/WoMJCFG9ZJUiNG5LbYj3PBm45fMtHryia2/tCVEG+H2xAyzZs1i4sSJDBw4kEGDBrFo0SIqKyuZNGkSALfddhtpaWnMnz8fgOnTpzN8+HAWLlzI6NGjWblyJT/88APLli2rO2ZRURFHjx7lxAn1j9m+ffsA9QxNcnIy0dHRTJ48mVmzZhEXF0dUVBT33XcfQ4YM4bzzzmvxhyA8SKPFih6aMfleS9aNEqLZUvvDk6X+zsJZyTH4ZhH8YQbEnNInMDQWzrq20V315cd5LmQZ+vIMZHFY0Za4XdSMGzeO/Px85s6dS05ODv3792fdunV1nYGPHj2KVlv/B23o0KG8//77zJkzh8cee4zMzEw++eQTevfuXbfNp59+WlcUAYwfPx6AefPm8eSTTwLwt7/9Da1Wy9ixY7FYLIwaNYqlS5c2600L79GXHeFV/d/Ql6VDWl9/pyNE62WrgmNb1XiqqiLY9zl0vxzC4pyaNXYL3bTH0dgtPkhUiMDRrCk0p02bxrRp01y2bdq0yem5G264gRtuuKHR491+++3cfvvtTb6myWRiyZIlLFmyxJ1UhY9pFAUDNjSK4va+9etGvQxp/T2fnBCuFB6AdY/CZc817J/ib+26w93/dd1WchT+dQ9M3eyyqLHGdOE661OsiQmg9yOEDwTt6CfhH9boDO6wPYw1OsPtfVuybpQQzabRgs7QrEumfpPSD54oVKMQok4r+l8sgl1L1o0SotniOsH499QYSHJ2wvPd1HgqjUZdq0qjcbmrqXA3O4xTMBU2Y2ZvIVoxKWqER5kKfuGw6WZMBb+4v3ML1o0SotkcDqixqDGQhCfAuVPUeKqig/D+eNdz2AC20HYsrbkaW2g7LycpRGCRokZ4lC0ijUdsU7BFpLm9b4vWjRKiuXJ+hmcS1RhIIpNh+ENqdJM9rB3L7FdhD5OiRrQtUtQIj7Kb4lhlvxC7ybnz4um0ZN0oIZotpgNcu0yNgcRSoY5+slQ4t8V1hptXqtEFrbWC87S70Vpd7CtEEGvW6CchGqO1lDBKuxWtpTfuzo9Ru27U1GasGyVEs4XFQb9xfnv5rDzXhYep4Be6/nO0OsIptX/DRkVRL9NqdS771RjKDrHS8AxZZUMA98+aCtFaSVEjPMpQfoy/GxaRVX4J4F6H3/p1o9wviIRotqoiOPAf6HKRy+HR3hIbbiBUr2PGqh0u241Y6aZ/nlcNHZzLkpM/wbLhrgsewBKTyXDLCyyNyXRqEyKYSVEjPMoc15N+5mW8F+divZrTqF03KqtiNO4WREI0W8lR+MfkRud88Za0mFA2PDCc4kqry/asvApmrNpBsUXnXNTEdIBrljZ6yUwJMXFESUYJMXk2aSECnBQ1wrO0IZQSAVr3f7Rq1436uBnrRgnRbMl94LET4IcCIC0mlLSYUJdtIRUnmR3yHiEVXXA6cxkWB2dPaPS4+ooTzAt5C31FZ+d9hQhi0lFYeJS+7Ch/0y9BX3bU/Z1bsG6UEM2m1YEhXI0BRGctY6R2OzprmXNjdTHs+qcaXdDafusobJOOwqJtkb8ewqM0jhpSNEVoHDVu71u/btQRL2QmRCOKDsGHt6kxgFjiunOxdSGWuO7OjcVHYPXtanS1b2w3Lrf+BRQHlOeoT1or4cQONDVm7yUthJ9JUSM8yhrTmfHWJ7DGuB5q2pSWrBslRLMpDrCUq7G1SO4Djx5TYxMy1t0GP6xQH+TvhWXDMZQGVvEmhCdJUSMCRkvWjRKi2eK7wK3/DKzFLAFj0T42GWZiLNrn3KjVgSnqtJfMDl/2NgycpD5o1wOmbkYJCeXhkJWEVOZ4IWsh/EuKGuFRpsJd7DZOwlS4y9+pCNGq2Y3RrHUMxm500dG3+DB8dIcam2CJ61E/I7EhHFL7o7FbuEL7PTpLqcdzFsLfpKgRHmULS2JBzThsYUlu79uidaOEOI1UCtCXH1Mf2G1wYgdUl6jxT3FqDCA14cksqBlPTbiLZRIcdqgsaNY6aZa47oyw/s11Xx0hWjkpaoRH2UMTeNN+GfZQF4vwnUZL1o0Soik6czEvGl4meet89QlzqTp53ZFvIbo9jH5ejQFEU2Omh+ao64698V1g4qcBd8lMCH+TokZ4lNZazgXan9Bay93etyXrRgnRFLsplruss8gZNFt9whStTrbXcai6CvbAO1yvhu1HxpL9rDM+irFkv2ePW7SPjYYHXPfVEaKVk6JGeJSh7DBvG/6Coeyw2/vWrxtV4vG8hCgiClvkb4ul6vTq8gKhMf5MqUmW6C5cbXkaS7SLszEnf4Kn26nRTXZDFBsc52A3RHkgSyECixQ1wqMssd05z/wSllj3r9fXrhtlqO33IISHmAp38YtxcqvqwK7ow/hZ6YKiD3NujEqDUc+q0U01ESnMr5lATUSKB7IUIrBIUSM8StEZyCEeRWdwe9/adaPMzVg3Soim2EITWVRzHbbQRH+ncsZCqnKZEfIRIVW5zo3hCTBoSrMumWlqzGRqjsskfCIoSVEjPEpfkc2zIa+hr8h2f+cWrBslRFPsYe143T4ae1g7f6dyxnTmYsbpNqEzu1gKwVwKv36hRjcZS/az3viwx/vqCBEIpKgRHqWpqeYs7WE0NdVu79uidaOEaILWWs4ftL80qwO7v1jiejDE8jK7atqzM7u0wS1r3y/w/o3NWtrBGt2Z6yxPYo12f9ZvIQKdfCUWHmWN6co11mdYE9PV7X1bsm6UEE0xlB3mPcN8ssqGAYE1dLsxseEGQvU6Zqza4dQWQg2p+lf5wNgZd3vVOPThbFe64dCHeyRPIQKJFDUiYNSuG7WmGetGCdEUS2w3hlle5O+x3fydyhlLsx7h56QnOTziJSyn5J2VV8GMVTsoNituFzUhVblM0/2TkKpMwMVsxUK0YlLUCI8yFu5hm/Euigo/grTz/J2OEAAoOiPHlXYoOqO/Uzlzxgj0nS8gMz0FohsWH/ry4zwXsozsw+0A55GGWXkVjR5WV13EbSHrKa2+09MZC+F3UtQIj7KHxvN6zRVcHRrv9r6160adKPwE0oZ6PjnRZukrsnkqZAX6ik60mrMT0e3hkqfU1bVN0WCMhIo8qMglxgA9dNnMWvMTB5V8l7uH6nXEhjuPQrTE92SQZSlr4mWUoQg+UtQIj6oJS2Sp/RquCHN/6GztulHjmlg3KrukmuJKq8u22HADaTGhbr+uCH5aWxXnaPejtVX5OxX3lGWryzlMXAOdzoefPoD/vkDSo0eomflfFjfyfwHk/4Nom6SoER6ltVUyULMXre1s3P1GXLtu1PWNrBuVXVLNyIWbqba5XsQvVK9jwwPD5Re5cGKJzeRK67Osic30dyruiUpTl3OoXeOp303Q5SIA0mJCm/WzbizezxrDYxiLX4e0gZ7MVgi/k6JGNE/JMbCUQ1Iv9XHeXjBGYig9xEfGp8gqHQykunXI+nWj+uGqICqutFJts7NoXH+6JkY0aKvrOFlplaJGBA+9SV3OoVZEonprAYc+jO2OTAa7mqlYiFZOihrhvhorbHsTdv4Dpu9Qn1s9EbpcjKXndC6yPM9LMe5/I65dN+qrw+fiMEQ6tdd2fuyaGEHvtFbSL0IEBGPhHrYa76G0cFWb78Bui0hjbs0k1kS4v8SCEIFOihrhvhADnPdH6D22/rkb3gJjJEqFiYNKKkqIye3Dhrbvwwj7UrK/qML2xdeut2mk86MQTbGHxvF2zSVcGSorwGvsFtpr8tHYLf5ORQiPk6JGuM9aBaXHIeF3c2ck9lBjhfvTttdKi4/mvQeua7QjMEjnR9E8NWFJvGy/lsua6ITeVhiLf+Vr43SyirtCh9azFpYQZ0KKGuG+gl/VERlTNze83t9SJcdI++/zpJ3/IMSke+64os3T2io5R/NrszqwBxtrVAYTrLN5PCrD36kI4XGy9pNwX0I3taBJ8PDsrLZqOPmTGoXwIEPpQT42Pomh9KC/U/E7hyGSbxx9XPZbE6K1k6JGuM8Qpp6hMXh49ES7bjB1kxqF8CBLTCaXWBZgaUYH9mCjq8pnsu4zdFWuJ+0TojWToka4r+wkbHxajUK0AkqIif1K+2Z1YA82+uo8ZoR8jL46z9+pCOFxUtQI91UXw88fqtGTcnbCgs5qFMKDQipOMjvkPUIqpBA3x59FH8vrmOPP8ncqQnicdBQW7kvqBTN/8fxxw9vBkHvVKIQH6axljNRux2Et83cqQggvkjM1InBEJsH5D6hRCA+yxHXnYutCLHHOK1q3NYaSA6w2PImh5IC/UxHC46SoEe7L2wtLBqvRkywVcGSLGoUQXqHoDBxRklF0MomlCD5S1Aj3GSOhy8Vq9KTCLFhxmRqF8CBj0T42GWZiLNrn71T8zhaZzoO2u7FFylxQIvhInxrhvug0uOxZzx+3XQ+Y9gNEyy9b4Vl2YzTrHYO5yNi2J94DwGEjjjJw2PydiRAeJ2dqhPtsZijYr0ZP0psgIVONQnhQTXgyC2rGUxOe7O9U/M5UtJftprsxFXn48rEQAUDO1Aj35e/1zjIJpdmwZYk6AipaVhAW7skuqW503bCDJwvooTmKpsZMm18mIbIDd1ofYFZkB3+nIoTHSVEj3BffFSatU6MnWcrhwEY45zbPHlcEveySakYu3Ey1ze6y/SzNIdYZHyfPcg7QtkfXOYzRbHAMYIZcihNBSIoa4T5jBHQc4vnjJvaAe7/3/HFF0CuutFJts7NoXH96hpWhtVVgiVWX2zAW7UXRtSdP+zmJGb39nKn/6aoLuVm3EV11T9r6WSsRfKRPjXBfeS78d6EaA0gqBfWdH4uPqP1+ap38GSpkWvhgpakx01GTQ2ZcCN0PrCDz/6bTOy2a3mnRZH55O91y15LYYygYwv2dqt/pK0/wVMgK9JUn/J2KEB4nRY1wX2W+2vel0sML4uXuhr/1UaOb9BXZfGu6H2PpIfWJTc/Bv6bVb7DiCnVpBxGUjCX72WychbFkP/zhfrj+jfrGWz6CgZP8l1yAMSf0oavlXcwJffydim+ZS+HEDrD/9sWn5GjDLz4iKMjlJ+G+5N7w8EHPHzc0FvreqEY32fURPGybwqTQBPWJEY+C/XedRiethUgZ+RKsrFGdGG+dw9yoTs6dzJNkjSMBHP0O3r8RHtin/i7YvEAd9HDnBn9nJjxIztSIwBGVoi6TUJEL1ir1ubKTDc/cVLg+O+QwRvOh/ULspjj1idiO6vDwWrEZkLsLzLL2TzByGCL4ztELhyHC36kEPEPpId7Wz8dQe1Yz2FUWwNbl6sCGqZshLF59fvjDMOYVyPkFnuuoRtHqSVEj3Jf/KywboUZPK/hVHS5e8Nux//cavD9OvV9ZAG9dCSXHnHar7/xY6Pq4RQfhnTFqFEFHV5XPVN2/0VV5+JJoEFI0WsoJ5XCRmZ3ZpS5v2SXV/k7Tc8qy4YvHwFqhTkGh06vPx3RQv/hEJMH5s9QoWj25/CTcpw+FlH5q9LSEbuq3qQR15Arn3gm9x6r3ayyQPhg0zrV4befHw5XXAZ2dj5vYE6b/LJeggpS+Op97Qj6loHoi4OGpBoJMREomD/IA1WsKga9dbhOq17HhgeGkxXjh/7ivpfSDJ5oodiMS4Q/TfZeP8CopaoT7YtLhqhe9c2xDWMMJ/aJS1BuofSWuXuxyt9rOj2sa6/wYYlQvSYmgZI7vRX/LctbE9/J3KgEvLcrAxvsHUmTWglbn1J6VV8GMVTsorrQGR1FzOpZytQNxan/Pr2cnfE6KGuG+GisnTx6jSIlyWuk3K8+LK2zbzFB6TF0byt2lFEqOwTeL4A8z1KJMiLYq5xdSlw0n1dMzgntZUzNGA8SGG1wXYYUHYM1MuPJvEN/FdftbV3p+hnThF1LUCLflHfyRlPcv5U7Ln9mldHJqD9XriA03uNizhZpYnqG+8+PLkNbfeV9bFRzbqkYRdAwlB/jYMBdDyXJIO8ff6QS2mA4w9nX1rMSJHZDcF7RaKDoEigNI8HeGTk43YzQ0cclMq4PwBJdnpQB1Id37tkOULM0SDKSoEW4r0KfxoPUR/njtJWSkOfdRafQbU0s1sTxDbefHJBf9bQBo1x3u/q/ncxIBQdEZ+dXRnrN1Rn+nEvjC4qDP9fDTKvjnVJiTB1ojfDlHnQZhxGv+ztDJ72eM7proPMKtyUtmsRkN5y06ld7k+gyOaJWkqBFucxgi+T9HPx5OS6Z3mg+nWW9ieQZbVEfutc1gTZT0m2mLbJHtebRmKmsi2/s7ldYj8xL1rKf2t9FAlz4DigPT8V84bLqZrILPIG2Yf3M8RdfECPd/5zjsYK1UZ5N2dbam9Dh8s1idtDFafn5aOxnSLdymqy7gdt06dNUFvn3hppZncNgJxaz+AnMlZyc8302NIvg4bLSjuH6ZDHF6YXHqZVztb38G4jpBfBdsEWk8YpuCLSJILsfk/ALPpTc+D42lAg5/rUbR6klRI9ymr8rl4ZBV6Kt8vPZTE8szmIp2s8d0B6aiRpZYCE+Ac6eoUQQdU9Fe/me6F1PRXn+n0urZTXGs+v1Elq1dbEe44c3GRz8m9oB7vlWjaPWkqBFuM8efRS/LCszxPp5+vnZ5hmTnlZZtEencb52GLaKRkU2RyTD8IZmnJkhZozoyyfoQVrn82GJaSwmjtFvRWkr8nYpnhMbCWdc2a/kV0fpIUSOCgt0Uw6eOodhNMa43sFSoo5/kFHNQchii+MpxNg5DlL9TafUM5cf4u2ERhnLnmbtbpaoi+PE9NbqSuwsW9lSjaPWkqBFuM5QcZKXhaQwlPl5yoInlGXTmEsZov0ZnLnG9b2EWvH6JGkXQ0VUXcqvuy8aXyRBnzBzXk37mZZjjevo7Fc8oOQr/ukeNroTFwzm31a8JJVo1KWqE2xRtCCeVOBStjwfPNbE8g77iGIsMS9FXNPLtsl13uOc7NYqgo688yZyQd9FXnvR3Kq2fNoRSIsDX/7+9JaUfPFGoRlcik+HC2XJpOkhIUSPcZovqwEzbvdiiOvj2hWuXZ3AxI7A5/iy6md9qvJ+PPlRd/8kb61UJvzMn9Ka75W3MCc79rYR79GVH+Zt+CfqyRs5stDYaDehC1OiKtRKyt6lRtHrNKmqWLFlCRkYGJpOJwYMHs3Xr1ia3X716NT169MBkMtGnTx/Wrl3boF1RFObOnUtKSgqhoaGMHDmS/fv3N9gmIyMDjUbT4Pbcc881J33RUo4aoqkAR41vX7fGCqXZajyVRosVPVn5VS5XHd67by/l/35U3V8I0SiNo4YUTREaX///9paig/D+eDW6UrAfll+kRtHquV3UrFq1ilmzZjFv3jy2b99Ov379GDVqFHl5eS63//bbb7npppuYPHkyP/74I2PGjGHMmDHs3Fk/X8iCBQtYvHgxr776Kt9//z3h4eGMGjUKs9nc4FhPPfUUJ0+erLvdd9997qYvPMBUtIefTFMxFe3x7Qvn7Ya/9VLjKRJqTrLc+DcWfvgFV770tdPtvjc3U/DDJ+QWuP45Fa2bofQQ7+r/jKH0kL9TafWsMZ0Zb30Crb0aKn6bPsFcpi6p4OoLRWvXrjvc/Y1cmg4Sbl80feGFF5gyZQqTJk0C4NVXX+Wzzz7jjTfe4NFHH3Xa/sUXX+Syyy7joYceAuDpp59m/fr1vPzyy7z66qsoisKiRYuYM2cO11xzDQBvv/02SUlJfPLJJ4wfP77uWJGRkSQny3VPf7NGpnOXdQbTI328MGRcZ7jlH2o8RXKEnphOUbw+aADW6Ayn9qy8Ci5c1Z41ps4k+SBV4VuKRkcRUbTTNLK+j3Bb50+vg5FPwnl3w/Gt8O5YmLkbolvZpHxxneHmlY2360NdThMhWie3ztRYrVa2bdvGyJEj6w+g1TJy5Ei2bNnicp8tW7Y02B5g1KhRddsfOnSInJycBttER0czePBgp2M+99xzxMfHc/bZZ/PXv/6VmprGT49aLBbKysoa3IRnOIwxfOEYhMMY49sXNkVB15FqPFV8F0y3f0y3Xv3onRbtdHO1XowIHraoDtxvu8/3/byC2MGrP4beY9UH7QepSyrUmOHf09VV71sLRQF7jRpdKTsBG55Uo2j13CpqCgoKsNvtJCU1/K6blJRETk6Oy31ycnKa3L42nu6Y999/PytXruSrr77irrvu4tlnn+Xhhx9uNNf58+cTHR1dd0tP9/FZhSCmMxcxTvcVOnMj8z54S0U+fPdq/SlxNxiL9rHJMBNj0T4vJCb8zmEngqrGl8kQbjPHnwUR7dQHpih1SQWHHU7+BLZqv+bmlpM/wdPxanTFXAq7PlGjaPVazeinWbNmMWLECPr27cvdd9/NwoULeemll7BYLC63nz17NqWlpXW3Y8da0TeLAKevyOYv+uXoK3zc6bb8JGz8kxpPdWIHPBmtRhfsxmjWOgaj6IzqNrUjHcpzZNKtIGAq2s1O052NL5MhPKNdN5i6SY0ByFB6CIoPqw8cdvX/ujESrlkKMY2cxUvsCdN3qFG0em4VNQkJCeh0OnJzG675k5ub22hfl+Tk5Ca3r43uHBNg8ODB1NTUcPjwYZftRqORqKioBjfhGeaEPmSY38ec0Me3L5zSFx4/Cfqw+l9c9pr6X1xXLYZo12fkasKTWVAzHk1NNSwbDvm/rRH0wwp493qfpC+8xxqZzj3W+7H6up9XG5RdUu1yhGHtLbvEf2dxUr9+DDY+pT6wVqr/13N+hrMnqAt4iqDnVkdhg8HAgAED2LhxI2PGjAHA4XCwceNGpk2b5nKfIUOGsHHjRmbMmFH33Pr16xkyZAgAnTp1Ijk5mY0bN9K/f38AysrK+P777/njH//YaC47duxAq9WSmJjozlsQweDf0yEqFcYuB0uZ+ovrxndgwMTT7mqN7qT2DUjIVJ8YOAl6Xe3lhIW3OYwxrHWcxz2+7ufVxuTu30bou9cw2fo4exXXZz5C9To2PDCctBj354TKLqmmuNJ5hFVW3pktb3Ji2LN0S4lRHxjC1f/rjS1kWStvD6y6Bca9K2drgoDbo59mzZrFxIkTGThwIIMGDWLRokVUVlbWjYa67bbbSEtLY/78+QBMnz6d4cOHs3DhQkaPHs3KlSv54YcfWLZsGQAajYYZM2bwzDPPkJmZSadOnXjiiSdITU2tK5y2bNnC999/z4UXXkhkZCRbtmxh5syZ3HLLLcTGyiJlvmYoPcwb+gUYSttDWiOzdHrTVS+qk2kBGKPO7BfXb5QQk9o3oFZkMlSXwNKhcP0bslJvK6UzF3O9bjM681lAtL/TCVrFRPFpzRVMv3oI6R06ObVn5VUwY9UOiiutbhc12SXVjFy4mWqb635RoXodseEGl22mgp3sM97GMdunENtffVKra/h/vTHGKOh+uRpFq+d2UTNu3Djy8/OZO3cuOTk59O/fn3Xr1tV19D169Chabf1VraFDh/L+++8zZ84cHnvsMTIzM/nkk0/o3bt+CN3DDz9MZWUlU6dOpaSkhGHDhrFu3TpMJhOgXkpauXIlTz75JBaLhU6dOjFz5kxmzZrV0vcvmkHRaLCiR2lshk5vS+haf18Xcma/uJpijICMYWoUrZK+4jjP6/9OVsXVQIa/0wlaNWGJLLVfw5oOneid5tnisbjSSrXNzqJx/V2OVowNNzRaKNnCU3im5hZuDk9x/4Wj0+DSZ9zfTwSkZi3uMW3atEYvN23atMnpuRtuuIEbbrih0eNpNBqeeuopnnrqKZft55xzDt99911zUhVeYIvqyN22mayJOrOzIwEvuj1cscDfWYgWMMf3pov5Hf4VL/ONeJPWVslAzV60trPx1hmxrokRbhdM9tB43rFfyrhQ14tSNnZZC0BTYyax7BfadT4bwuPVwQOVBfVz1+TvU/vxuVieRQSeIFmxTPiU4sCADRSHvzPxDJsZyrIhKg30Jn9nI5pDo8GOrvH1fYRHGEoP8pHxKbJKBwOp/k6njtZaxoXaH9Fa+3JqsXW6y1qpFPCt6X4Kr3qL+AFjYPs78L/l8OCv6gb/uBPSB6lnc2TtuIAnRY1wm6lwF7+aJpJV+Bm0H+bvdFouf6/a2Xjq5pZfyhJ+YSg7zHL98xjK/NTPq42wxGRykeV5XorJ9HcqDRjKjrDC8FeyykYADc+onO6yVlZeBUNXLea1+EHEA5xzq9rHptbY1yAsXgqaVkKKGuE2W0Q6M6z3cFdEkJyOje8CE9eoUQjRKCXExEElVe1wH0DMcT0417yEFXGNd/Rv6rLWCRJw6MPVB5HJ6q1WbIZ6ScoYCSFGD2YtvKHVTL4nAofdFMMnjmHYTTH+TsUzjJHQ6Xw1ilbJGpXBFNuDWKMy/J1KUAupOMmckHcIqXAxAaY/afXkEwtaveePnbcHXuyrRhHw5EyNcJvOXMLV2m/RmXsTFMNnK/Lgpw+g300QIfMetUqKgg574+v7CI/Q2cq5QPszGlu5v1NpQF9+nOdClpF9uB3QcLXtM53jplFxneHWT1wupCsCjxQ1wm36imMsNrxMVsXlQBCMgKrIhf++AF0ukqKmlTIV7uSA6dbg6ecVoCyx3bjS+lfWxAbWMgkxBgc9dNnMWvMTBxXnteGamuPmtExR0OXCFmYofEWKGuE2c1wveprfYHVcL3+n4hnJfeDRI/7OQrSALaI9D9ruYnJEe3+nIrzFVq121rWZ1c798V3US8YVeSSFQc3M/7K4kWHbTc1xc1oVefDzh9D3RvnS0wpInxrhPq2OakzqjJ1CBAC7KZaP7MOxm2SGcW8yFu3ja+P9vl/tvuQYrJ+nzh9Tlq2OVqxdvPanD+DNK0mLCaV3WrTLW7MLGlA7CW96To0i4MmZGuE2fdkRlugXoS9Lh7S+/k6n5Qr2wyd/hDGv1K8JJVoVraWEK7TfobUEST+vAGU3RvNP+zAuMTbvM25qErwm+75YK+HIN2pRE5uhTr9QO1qx303qpWNvSekLjx333vGFR0lRI9ymURxEUo0mWCbfCzFCux4yXLMVM5QfY6lhMVnlowiKfl4BqiY8mYU1N3JhePLpNz7F6SbBgyb6viT2gD9+U//49/NJRSTKZSFRR4oa4TZrdCdus81mTbTzgnatUkwHuOZlf2chWsAc14ve5tdYGSz9vAKUpqaaszSH0NQMwN0zYqebBA9a2PfFWwr2w7+mqb8j5ExuwJOiRgi7DaoK1VlDdV6Y50J4n1ZHBWHSz8vLjCVZfGZ8nKyS/tDR/bM10Ly1ncjdBe9eD7d8BElnNet1m01nUIdz65o5ekr4lHQUFm4zFfxClvEWTAW/+DsVz8jdBQu7q1G0SvqyoyzWv4S+7Ki/UwlqlpiujLb8GUtMV9++cFg8nHObGn0ttiNc+4oaRcCToka4zRaeytyaSdjCA2dBuxaJ6wQ3f6hG0SppFDtxlKFRGu+vIVpOCQlll9IJJcTHl4gik+HC2Q2XL/AVu03toGy3+f61hdukqBFus4fG8779YuyhfvjW5A2maOg2So2iVbJGd+IW2+NYg6WfVwDIyqtgZ3Zpg9vxIwd5IORDQip9PLzZWgnZ29Toa7m74K9d5ExuKyF9aoTbtJZSRmq3obX0ISiGz1YWwK5/wlnXQniCv7MRwq9iww2E6nXMWLXDqa2b5hgrDN8QovVxcVGwH5ZfpA7l/v3IJ1+IzYDxH6hRBDwpaoTbDOVHec2wkKzyi4AO/k6n5cqy4YvHIH2QFDWtlKlgJ/uMt3Gs4FNI+4O/02nV0mJC2fDA8EbnkyF8Ikm+HqHUrjvc/U393DRe0Pg8ORpiky8kLTTARmUJl6SoEW4zx/XgHPOrvB3Xw9+peEZKP3jCeb0Y0XrYwlN4puYWbg5P8XcqQSEtJjSwhlbrQyG5t1cO3dSZKYA4yrjK8AN33z2DlNR0r+QgPEeKGuE+rZ4iokArw59FYLCHxvOO/VLGBUs/r0CVtxdWT4Qb3lInxPOVshOwdRkMmgpRnh2gcLozU/m/buX8TW9wOP9akKIm4ElHYeE2ffkxnte/ir78mL9T8YzCA/DW1WoUrZLWWsaF2h/RWsv8nUpwM0ZCl4vV6EvmUtj1iRq9oKl1o9p1G0RXy7uYE/p45bWFZ8mZGtG4Ggvk7VEnnjJFqavVluegsdfQUZODxt7INfcA5uq6ub6sinR9LGEycVurZSg7wgrDX8kqGwHIt2mviU6Dy571/esm9oTpO3z/ur/TWJ+bgJwFuQ2TokY0rjxHXQ331k+gy4Xw84ew6TmsE3dxg/VJ1sR4r9Oep53uunmo/iY2XJFEmm/TEh5ijuvBueYlrAiWfl6BymaGEz9CQjcIj4fyXKjMr+vvYijJIpUCPyfpWQnW43xgfJbZH07iqJJET80RjivtKCWCaCqI19t454GxUtgECClqhLOSY/DNIjjvHnUIZVxn9fm+N0KnC6AVrmPZ1HXzrNxS5nz4PcXl1fKLqbXS6sknVvp5eVtlPqy4DMa9Cz2vgh3vwpYl8PBBANp/NYNpIQloakbh0eke8vbAqlvU103s6bnjnoHk2Ciiu2XwyuCLcISEctabt3Dswpco7XoZypYl9Nn5F/blngMxsu5YIJCiRjizVcGxrWqnPFer4WZ757q2tzU2osNU8As7TXeSVfQZpA/zQ2aipfTlx3kuZBn68gyCYu6kQBWTDjN2Qmis+rj/LZA5qq75+IWLeP6dX5lbZEcJafh7ovEh02fAGAXdL1ejr8WkEzr2FXqaosBhh6mbSY/pQHpYNHvOvonzfmjPo5WR2Br5vSiXp3xLihrhrF13uPu//s7CZ6yR6dxjvZ9pkdIXo7XS2C100x5HY7f4O5XgF/O7/yeRSertN+HJXYnS7+WhVT9gc/HnJVSvIzb8DBaGzNmpzhkVmQyWCvUM0YWPq0O7/cH0WzGl1TX4ohcVn0ypPpEZH/7c6K6heh0bHhguhY2PSFEj2jyHMYa1jvO4xxjj71REM1ljunCd9alW1c8rGKVZDrFJdw9Z13/mcrTQGZ+1ePc6OHcKDH8I8nbD65fAPd/5/NLT6aQ5ctje7S2ODpyNLcp5wcusvApmrNpBcaVVihofkaJGOMvZqf5SueVjr014FUh05mKu121GZz4LuXQhRAvEdYZb/kHX9n3rz26cqfx98I87Yexr6u+e2tm9E3upffsCcZkCxUGotobuieEQL787AoHMUyOchSeo35LayJIB+orjPK//O/qK4/5ORTSTqXA3O4xTMBXu9ncqbZspCrqOdL+gAdCHqUuV6MPUL1O1K3IbI9RLPv669NSU+C4wYbVXl28Q7pGiRjiLTFZP+9b+Ugly5vjedDG/gzk++M9KBYW8vVD6WwFqM8OJHThCwlhaczW20Hb+za2tq8iH715Vo7ti0mH0woZ9doRwkxQ1wpmlQh39ZGnBaIXWRKPBjg40Gn9nIs7ER3fAN4vV+2XZsGw4+sqTLLNfhT1Mihq/Kj8JG/+kRnfVWKD4iBpbixM74MloNYqAIEWNcFaYpXbMK8zydyY+YSg7zHL98xjKDvs7FXEmrn8D/nC/ej8qDaZuplqmsA8MKX3h8ZNqdFfeHnixrxpbi+h0uGqxumzEiR1gr1GfLz4MBW3j92egkaJGOGvXXR1p0K67vzMRol7uLljYExQ7RLdXn9ObILU/DkOEf3MTLRfXWZ29vHayz9YgPB4GTFR/NpcNB8tva4/958/w7+n+za2NkqJGONOHqkMnA7FjnhdYozKYYnsQa1SGv1MRTQmLh3NuU6MITAVZsGJ042cpSo6B3abeLz4CBfvr24oPQ9JZzetk7G+dzldHaNVODnjR43DVi5gKd7HbOAlT4S7/5teGSFEjnJVmw5dz1NgWKAo67KAo/s5ENCUymeyzZ7CzLJSd2aUNbi2arVZ4ji4EolLVeKqSY7CoNxQeUB9veg7+Na2+fcUV6vpyrVForDpCq/Z9x2ZAQldsYUksqBmHLSypqb2FB8k8NcKZpQz2fQ79J0AbWOLRVLiTA6ZbySr8DNrLMgmB6kR+ATMWr2SnLYVqTE7tZzxbrfCe2AwYu9x1mzESrn4Jwn/rzD3iUbD/bi22SWuDbsSlPTSBN+2XcX1o25geIxBIUSOcJfaE+7b5OwufsUW050HbXUyOaO/vVEQTqk7sZbXucb666CPadRvk1C5r7AQAe436pcgY5Xy2JjRGvXxYK/aUGXib07k4wGmt5Vyg/QmttR8ysadvyOUn0ebZTbF8ZB+O3RTr71REEywxmVxmeY7Ezn3pnRbtdJOCJgDk7oQFndR4qsoC+OENNbYRhrLDvG34i4ys9CEpaoSzvD3wYv/WNbSyBbSWEq7QfofWUuLvVETJMbBVq/dLsxv8DBrKjpCnxKCEOF96EgEitiPc+I7zWRhQJ0z87MH6iRPbAEtsd84zv4QlVkaS+ooUNcKZKRrOGqPGNsBQfoylhsUYyo/5O5W2rbYj6fEf1MffvwKrbqlr7rDhLu4MWSsrcQey0FjodbUaT5XaH+YVNVjlOtgpOgM5xKPopK+Xr0hRI5xFpcLIJ9XYBpjjetHb/BrmuF7NP4i1Up18q/YsQ9mJNnOmy2NCY2H8B+oChgCD/wjj3q1rPjry77xbMxJFZ/RTguK0Kgth21tqFOgrsnk25DX0FW1kJGkAkKJGOLNVqyt11/6BDnZaHRWEgVbX/GPk71Un36odrrp1GXxwk2fyayuMEdDjCnVCM4DoNLXT+m8scd05gYwiCWilx+Df96vxVIUH4J1r6/+PtAGammrO0h5GU9NGfpcGAClqhLP8ffDqH9TYBujLjrJY/xL6sqPNP0i7HurkW7Wr9Q6aCjd9oJ6teWmAnLU5E+U5sPmvahStU2p/eLLU9SUmjVYd1q1pO392rDFducb6DNaYrv5Opc2QId3CWUImTPmPGtsAjWInjjI0ir3xjSzl6jfMdj3UqflLj6sLfib2UP8If/Mi/GF6/SzMUanqrTQbul9eP9OoaFxlAfbvl3Ew9nws8c4jmWSCvVYurhPc+La/sxBBTooa4cwQDmkD/J2Fz1ijO3GL7XHWRHdqfKMTO+CtK+G+7erZmG8Ww+Gv4Z5vQRsCuz6B8+5x3i86DS59pukE7DZ17ZjYDHUuj8oCtWhqQx0qAbJNXRhZ/hLV7xcCX7vcRibYC3CFB+CzB2D0QojtBDk/Q0wHCItT+9lYK9R1u1pyqbcVMRbuYZvxLooKP4K08/ydTpsgRY1wVp4DP6yAgZOCbobPZkvtr15eivpthuU/3A8D71DvhyfA1K9cf1a2anVNm9iMxtfSMpeq/XHGf6D2KdnzqTr0dV6RF95I4CqutFJts7NoXH+6JrpeoFIm2AtwOoP6pcgUDQ6b+nN97TLoNw5+WQ3rHoEZOyEm3d+Z+oQ9NJ7Xa67g6lBZr8xXpKgRzqoKYfvb6tDMNlDUmAp2ss94G9/+upKdOM9Uq6vKJ/XIJ0Sfd5t66QnqV4mu1djnlL9P/cU+dXPjZ15M0Wp7bIb6uOfVkHqO+q137YNwxfP1fXWCmLF4P2sMj2HUv05m2kB/pyOaIyYdxryiLkrpcKg/1zEd1La+N0KP0W2moAGoCUtkqf0arghL9HcqbYYUNcJZ0lnwQNvp2BrergMLlNvY8OVRIr7cxz4lnRpCSCMfo8aGERsfGF4gt+MIkjLd/OUU3xUmr1ejK8VH1IX9RjyqXnoC9cxPeAIUHWpTHSsd+jC2OzIZrA/zdyqiJWpX2dZqGxbyYXHqrQ3R2ioZqNmL1nY2skyCb0hRI9q8lNR07pj1LLfu+ZyML2axd8L/qAlLIvX/HsZU/CtfDnmX/qs6siYsE7fX2jVGQLrz2Z86disUHWy4sF+t1t6xsrJQHdpb+4et8IBaoMW57rtki0hjbs0k1kQE/yKqom0wlB7kI+NTZJUOBtrGvF/+1ja+Agr35O2FpUPV2EakxYSScfbFMHUzPTp3ondaNHGXP07Yjcsa7d9xRk43TDkhEyZ/4XqkmcOunsmpncisqkjtsOxwqI+LDqmz8AaS6mLY/aka965RL73VWvcofDmn0V01dgvtNfkyY7AIGpaYTC6yPI8lpm2MJA0EUtQIZ8YIyBimxrbEFK2eVdDp1ccxHVo+rL2yAP63vHmL+JWdgBf7qh0sAfavV4sEh019/Pkj8NksqC5pWY6eVHwEPrxVjT2uVPtU1LrsObjkKaix1Bdmv2Ms/pWvjdMxFv/qw4SF8B4lxMRBJVXWK/MhKWqEs+j2cMUC586wwn3JveHBX9VCqfasSo1FPeNiLoOTP8Oz7dV4qph0daRI3xvVx5mXqEWC9rei6/K/qJ0ya/viBIKk3vDwITWGxzfsUxHfRZ3v55lEdajvKaxRGUywzsYaleGzdIXwppCKk8wJeYeQipP+TqXNkKJGOLOZ1f4PNrO/Mwke/7gTvlmk3i/PUc+4ZG9TR02NeLTx0VMx6fWdK8Pi1CJB+9t/27hOaofiQKILUfPUNdJdL6aDOsS3dkTM7zgMkXzj6IPDEOnlJIXwDZ2tnAu0P6Ozlfs7lTZDihrhLH8vvHSOGoVnjH0N/jBDvR+ZrJ5xSRsAEYkwdJoa3XViBzwZrcZAUXwY/jFFja6ExZHd8Wp2FuvYmV3a4Hbs6GEm6z5DV5Xvy4yF8BpLbDcutf4VS2w3f6fSZsjoJ+EsvgtMXNMm5kbxmXbd6++HGD0zW3B0Oly1WI2Bwl6j9gWy17hsPpFzgheWvsIGa29Kadhnq5fmMB8aPqZKmeSLTIUQQUiKGuHMGAmdzvd3FuJ0wuNhwER/Z9FQQleY9FmjzVW5B1moXcxXoz6iXbdTh7oPozT8DpkxWAQNY9E+vjbeT3XRB5DWxNQOwmOkqBHOKvLgpw+g303NuywifKO6GA79Vy1AQ2P9nc0ZMcf1oqf5DVZ3HUDvNJmMTAQ3uzGaf9qHMUpnVC8TJ3QDQxiUnVT//yb18neKQUf61AhnFbnw3xfUKALX74dPB4qTP8OfU1yP5gLQ6qjG5HpBw4L98PooNQoRBGrCk1lYcyNaW7k6OKDgt+kK/vcavD/Ov8kFKTlTI5wl94FHA+gPZYDIyqtotM0vCy3WDp82Rvn2dZsSmQIXz1OjC/qyIyzRL0Jflg5pfRs26gwQ11mNQgQRS0xXdXBAwm8dhs+9E3qP9W9SQUqKGiFOIzbcQKhex4xVOxrdJlSvY8MDw31b2NQOnw4kEe3I7jGR4lIrlJY6NZ8sKCeSajSKQz0dH91eHZZeXaKejr96cf3kh0IEif1FdpTETpBvA0qBMIzFx8lYdS768e9AYg9/pxg0pKgRzgr2wyd/VCd2a+mMukEgLSaUDQ8Mp7jSxfpMqGdwZqzaQXGl1bdFTfFh+M+f4aLH61f49rMTuXnMe/kNvrN1oQLXC1OG6uewIbU7vJgGo5+HgXfAkW9h5U3w0IHAm3tHiGZq6gtRMoXcbchklEWP6/OaojmkqBHOQozQrocaBaAWNgE3Kuc0w6f9oSrnV17Tzeeri1yNblLVXaqb8p/6Was7DlVPz5uk87AIHk19IVK/DMUzUJsgRY0HSVEjnMV0gGte9ncW4nROM3zaHyyx3TnP/BKvd+nPWacb3fT7uXpCYyC0fyMbCtF6NfaFSFNjZqBmL0ePdQQgpCoPXXUhlvieABhKslBCQrFFpKGxWzEW78MalYHDEImuuoBYg4PkDnIm/VRS1AhndhtUFUJYvPRvEE0rz4XKfHWNK0BffhQrehTp7CtEk+I1ZXxkfIq7Pi3nC8e53KP7F5ND1jLA8ncA/mWYwy5HBo/V3EkyhXxnuo/brI/wf45+zAj5iKm6zzh55xZS0mWS1N9r1pDuJUuWkJGRgclkYvDgwWzdurXJ7VevXk2PHj0wmUz06dOHtWvXNmhXFIW5c+eSkpJCaGgoI0eOZP/+hsM6i4qKmDBhAlFRUcTExDB58mQqKhofjSJaIHcXLOyuRhG4Tjd8uiVKjkHu7vrHeXuhNFu9X1kIe/4NlgrY8S68fXXdZu2/msGDIR+iqan2fE5CBJHkDpnk3PED06dOZc19w7j69ocoGvsRa+4bxpr7hhE67jUG3Ppn1tw3jNfvuZysaz/j0Sm3sea+YXS7cibDLC9SqJX+Z6dyu6hZtWoVs2bNYt68eWzfvp1+/foxatQo8vLyXG7/7bffctNNNzF58mR+/PFHxowZw5gxY9i5c2fdNgsWLGDx4sW8+uqrfP/994SHhzNq1CjM5voFFSdMmMCuXbtYv349a9as4f/+7/+YOnVqM96yOK24TnDzh2oUges0w6ebrcYK296ElTfXP7d6ImxZot4v+BVW3aKOVup/C9z2ad1mxy9cxMs1Y1BCAqz/kRABKLlDJr0yUumdFk2PzEwy+55H77RoeqdF0+2sAXTv3oveadGc1aEdXfsNo1en9vROi6ZDekeKCKCpHAKJ4qZBgwYp9957b91ju92upKamKvPnz3e5/Y033qiMHj26wXODBw9W7rrrLkVRFMXhcCjJycnKX//617r2kpISxWg0Kh988IGiKIqye/duBVD+97//1W3z+eefKxqNRsnOzj6jvEtLSxVAKS0tPbM32pYUHVKUgqz6xyd2KEpFfqOb/3K8ROn4yBrll+Ml3s+tFQjKz6MiX1FydtU/zt2jKCXH1fvWakUpPupyt6D8LIQIMPt2ble2PDFY2bdzu79T8Ql3/n671afGarWybds2Zs+eXfecVqtl5MiRbNmyxeU+W7ZsYdasWQ2eGzVqFJ988gkAhw4dIicnh5EjR9a1R0dHM3jwYLZs2cL48ePZsmULMTExDBw4sG6bkSNHotVq+f7777n22mudXtdisWCxWOoel/42Z0ZZWZk7b/mMFZ48SklRHpZYteOWsSQLhz4CW3gymhoLhtID2CI74jCEo6suIKS6EEucusihofQQis6ILSIVHDUYi3/FFpn+W4ewIkKqcus7j5UdQdHosEW2B4cdY/E+bBFpOIzR6MwlhFSewBLXEzQaDOVHAbBGdgBFwVi0h5rwVOymGHTmYnS2cqzhaaR+/Qgh1UUcHfUGAD3evojccx+huOdNLt/rwfxKHJYqKsrLKCvTeOXzbE0qystwWKr4+eBJKsq98/PlitZaQcSxr6hMG4bdFIu+8iSammqs0Z0BMBb9ij00jprQBLS2KvRlh7FGd0EJMRJSmYvOVq5OCgYYi/djN0ZTE5aIzlyMqXA3VUkDUIqP/fZq4YADTh6rTyDnGKeSnw0hvK+8yswBcyQ5xwqoLPnid38DigmpPIklXl1+wVB2FEWjwRaZDooDY9FeasLTsJui0ZlLCanMxhLbHbQ69OXH0CgOrFFqx2Vj4W5qwpKxh8ahtZShrziurjauDUFfkY3GbsUarZ7NNxbtpSY0AXtoAu0ijLSLMnn0/db+3VYU5bTbulXUFBQUYLfbSUpKavB8UlISe/fudblPTk6Oy+1zcnLq2mufa2qbxMSGaxCFhIQQFxdXt82p5s+fz5/+9Cen59PTA2hF44DT4Xf3H/nt1rghi7yZS+szYZG/Mwgc8rMhhA/8dYO/M/Cp8vJyoqObHlUZtKOfZs+e3eAMkcPhoKioiPj4eDSa4P8GWVZWRnp6OseOHSMqSq69NkU+K/fI53Xm5LM6c/JZnbm29lkpikJ5eTmpqamn3datoiYhIQGdTkdubsOFDnNzc0lOTna5T3JycpPb18bc3FxSUlIabNO/f/+6bU7tiFxTU0NRUVGjr2s0GjEaG04eFxMT0/QbDEJRUVFt4ofeE+Szco98XmdOPqszJ5/VmWtLn9XpztDUcmv0k8FgYMCAAWzcuLHuOYfDwcaNGxkyZIjLfYYMGdJge4D169fXbd+pUyeSk5MbbFNWVsb3339ft82QIUMoKSlh27Ztddv85z//weFwMHjwYHfeghBCCCGClNuXn2bNmsXEiRMZOHAggwYNYtGiRVRWVjJp0iQAbrvtNtLS0pg/fz4A06dPZ/jw4SxcuJDRo0ezcuVKfvjhB5YtWwaARqNhxowZPPPMM2RmZtKpUyeeeOIJUlNTGTNmDAA9e/bksssuY8qUKbz66qvYbDamTZvG+PHjz+h0lBBCCCGCn9tFzbhx48jPz2fu3Lnk5OTQv39/1q1bV9fR9+jRo2i19SeAhg4dyvvvv8+cOXN47LHHyMzM5JNPPqF379512zz88MNUVlYydepUSkpKGDZsGOvWrcNkqu9B/d577zFt2jQuvvhitFotY8eOZfHixS1570HNaDQyb948p0twwpl8Vu6Rz+vMyWd15uSzOnPyWTVOo5zJGCkhhBBCiADXrGUShBBCCCECjRQ1QgghhAgKUtQIIYQQIihIUSOEEEKIoCBFTSu2ZMkSMjIyMJlMDB48mK1btza67fLlyzn//POJjY0lNjaWkSNHNrl9sHHns/r4448ZOHAgMTExhIeH079/f9555x0fZut/7nxev7dy5Uo0Gk3ddAxtgTuf1ZtvvolGo2lw+/0oz2Dn7s9VSUkJ9957LykpKRiNRrp168batWt9lK1/ufNZjRgxwunnSqPRMHr0aB9mHCC8vLim8JKVK1cqBoNBeeONN5Rdu3YpU6ZMUWJiYpTc3FyX2998883KkiVLlB9//FHZs2ePcvvttyvR0dHK8ePHfZy577n7WX311VfKxx9/rOzevVvJyspSFi1apOh0OmXdunU+ztw/3P28ah06dEhJS0tTzj//fOWaa67xTbJ+5u5ntWLFCiUqKko5efJk3S0nJ8fHWfuHu5+VxWJRBg4cqFxxxRXK119/rRw6dEjZtGmTsmPHDh9n7nvuflaFhYUNfqZ27typ6HQ6ZcWKFb5NPABIUdNKDRo0SLn33nvrHtvtdiU1NVWZP3/+Ge1fU1OjREZGKm+99Za3UgwYLf2sFEVRzj77bGXOnDneSC/gNOfzqqmpUYYOHaq89tprysSJE9tMUePuZ7VixQolOjraR9kFFnc/q1deeUXp3LmzYrVafZViwGjp76y//e1vSmRkpFJRUeGtFAOWXH5qhaxWK9u2bWPkyJF1z2m1WkaOHMmWLVvO6BhVVVXYbDbi4uK8lWZAaOlnpSgKGzduZN++fVxwwQXeTDUgNPfzeuqpp0hMTGTy5Mm+SDMgNPezqqiooGPHjqSnp3PNNdewa9cuX6TrV835rD799FOGDBnCvffeS1JSEr179+bZZ5/Fbrf7Km2/8MTv99dff53x48cTHh7urTQDlhQ1rVBBQQF2u71uFudaSUlJ5OTknNExHnnkEVJTUxv8xwlGzf2sSktLiYiIwGAwMHr0aF566SUuueQSb6frd835vL7++mtef/11li9f7osUA0ZzPqvu3bvzxhtv8K9//Yt3330Xh8PB0KFDOX78uC9S9pvmfFYHDx7ko48+wm63s3btWp544gkWLlzIM88844uU/aalv9+3bt3Kzp07ufPOO72VYkBze5kE0fo999xzrFy5kk2bNrWpToruiIyMZMeOHVRUVLBx40ZmzZpF586dGTFihL9TCyjl5eXceuutLF++nISEBH+nE/CGDBnSYPHfoUOH0rNnT/7+97/z9NNP+zGzwONwOEhMTGTZsmXodDoGDBhAdnY2f/3rX5k3b56/0wtYr7/+On369GHQoEH+TsUvpKhphRISEtDpdOTm5jZ4Pjc3l+Tk5Cb3ff7553nuuefYsGEDffv29WaaAaG5n5VWq6Vr164A9O/fnz179jB//vygL2rc/bwOHDjA4cOHueqqq+qeczgcAISEhLBv3z66dOni3aT9pCX/D2vp9XrOPvtssrKyvJFiwGjOZ5WSkoJer0en09U917NnT3JycrBarRgMBq/m7C8t+bmqrKxk5cqVPPXUU95MMaDJ5adWyGAwMGDAADZu3Fj3nMPhYOPGjQ2+BZ5qwYIFPP3006xbt46BAwf6IlW/a+5ndSqHw4HFYvFGigHF3c+rR48e/PLLL+zYsaPudvXVV3PhhReyY8cO0tPTfZm+T3niZ8tut/PLL7+QkpLirTQDQnM+qz/84Q9kZWXVFckAv/76KykpKUFb0EDLfq5Wr16NxWLhlltu8XaagcvfPZVF86xcuVIxGo3Km2++qezevVuZOnWqEhMTUzc89NZbb1UeffTRuu2fe+45xWAwKB999FGDoX/l5eX+egs+4+5n9eyzzypffvmlcuDAAWX37t3K888/r4SEhCjLly/311vwKXc/r1O1pdFP7n5Wf/rTn5QvvvhCOXDggLJt2zZl/PjxislkUnbt2uWvt+Az7n5WR48eVSIjI5Vp06Yp+/btU9asWaMkJiYqzzzzjL/egs809//gsGHDlHHjxvk63YAil59aqXHjxpGfn8/cuXPJycmhf//+rFu3rq5z2dGjR9Fq60/EvfLKK1itVq6//voGx5k3bx5PPvmkL1P3OXc/q8rKSu655x6OHz9OaGgoPXr04N1332XcuHH+egs+5e7n1Za5+1kVFxczZcoUcnJyiI2NZcCAAXz77bf06tXLX2/BZ9z9rNLT0/niiy+YOXMmffv2JS0tjenTp/PII4/46y34THP+D+7bt4+vv/6aL7/80h8pBwyNoiiKv5MQQgghhGgp+bolhBBCiKAgRY0QQgghgoIUNUIIIYQIClLUCCGEECIoSFEjhBBCiKAgRY0QQgghgoIUNUIIIYQIClLUCCGEECIoSFEjhBBCiKAgRY0QQgghgoIUNUIIIYQIClLUCCGEECIo/D95FbrX+18GmAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"zooming in on Akron area ...\")\n",
    "cList = [27, 75,76,17,66, 51, 84]\n",
    "netSwing = 0.\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        plotPolyLW(tractGeom[v],0.1)\n",
    "        netSwing += HDwt[v] * (vtdHDseats2[v] - vtdHDseats[v] )\n",
    "        if abs(vtdHDseats2[v] - vtdHDseats[v]) > minSeatShift:\n",
    "            fillplotLean(tractGeom[v], 0.5 + vtdHDseats2[v] - vtdHDseats[v] )\n",
    "\n",
    "plt.show()\n",
    "print(\"the local net total seat swing to the GOP for the rule set is\",r5(15.*netSwing))\n",
    "localVlist = list()\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        localVlist.append(v)\n",
    "print(\"Let's plot the NE weighted histograms for each DISTRICT's mean expected lean\")\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"anysplit\",histtype=\"step\",bins=np.linspace(0.15,0.75,61))\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.15,0.75,61),ls=\"dotted\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9e2d439f-ad89-43e8-84d0-0e760abd4770",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "local HD leans prior to muni snap\n",
      "The muni lean of Akron, muni 108 is 0.30731 . Its population is 0.24214 of a district\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minPop = 0.03 * statePop/15.\n",
    "print(\"local HD leans prior to muni snap\")\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] in cList:\n",
    "        fillplotLean(tractGeom[v],LeanAvg[v])\n",
    "for c in cList:\n",
    "    plotPolyLWcolor(countyGeom[c],1,\"black\")\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > minPop:\n",
    "        if countyNo[muniVTDlist[m][0] ] in cList:\n",
    "            #fillplotLean(muniGeom[m],muniLean[m])\n",
    "            if muniPop[m] > 100000 and muniPop[m] < 200000 : #lazy way to find Akron\n",
    "                plt.text(muniGeom[m].centroid.x, muniGeom[m].centroid.y,\"Akron\",color= \"blue\", fontsize=9,ha=\"center\",va=\"center\")\n",
    "                plotPolyLW(muniGeom[m],2)\n",
    "                print(\"The muni lean of Akron, muni\",m,\"is\",r5(muniLean[m]),\". Its population is\",r5(muniPop[m]*15./statePop),\"of a district\" )\n",
    "            elif muniPop[m] > 0.05 * 15. / statePop:\n",
    "                if muniLean[m] < 0.45:\n",
    "                    plotPolyLWcolor(muniGeom[m],0.6,\"blue\")\n",
    "                elif muniLean[m] < 0.55:\n",
    "                    plotPolyLWcolor(muniGeom[m],0.6,\"purple\")\n",
    "                else:\n",
    "                    plotPolyLWcolor(muniGeom[m],1.,\"red\")\n",
    "fillplotLean(cityBoundary,0.2) #approximate for Cleve\n",
    "plt.text(cityBoundary.centroid.x - 0.06, cityBoundary.centroid.y + 0.08,\"Cleve\",color=\"black\", fontsize=9,ha=\"center\",va=\"center\")\n",
    "plotPolyLW(cityBoundary,2)\n",
    "plotPoly(Point(-81.5,41.9).buffer(0.01))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0645844c-9f58-43a6-b07f-5e32a7e5a11d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alternative analysis of Akron area. Plot leans of relevant precincts;\n",
      "i.e., those included in at least 0.1 CD of no-split HDs that originally had > 0.10 of Akron included\n"
     ]
    }
   ],
   "source": [
    "print(\"Alternative analysis of Akron area. Plot leans of relevant precincts;\")\n",
    "print(\"i.e., those included in at least 0.1 CD of no-split HDs that originally had > 0.10 of Akron included\")\n",
    "implicatedList, intersectedAkron = list(), list()\n",
    "implicatedWt = [0.]*nHDs\n",
    "m = 108 #Akron\n",
    "AkronPop = muniPop[m]\n",
    "minIntersectionPop, minImplicatedWt = 0.1 * AkronPop, 0.1 / 15.\n",
    "for v in range(nHDs):\n",
    "    intersectionSet = set(HDvtdList[v]).intersection(set(muniVTDlist[m]))\n",
    "    intersectionPop = np.sum([tractPop[u] for u in intersectionSet])\n",
    "    if intersectionPop > minIntersectionPop:\n",
    "        intersectedAkron.append(v)\n",
    "        for uu in HDvtdList2[v] :\n",
    "            implicatedWt[uu] += HDwt[v]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e4e57aab-ed15-4b01-be6e-d323a05eb622",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here are the precincts relevant to Akron-area muni no-split rule\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "implicatedCset = set()\n",
    "for v in range(nHDs):\n",
    "    if implicatedWt[v] > minImplicatedWt :\n",
    "        implicatedList.append(v)\n",
    "        implicatedCset.add(countyNo[v])\n",
    "print(\"Here are the precincts relevant to Akron-area muni no-split rule\")\n",
    "implicatedCset = implicatedCset.difference( {29, 69} )\n",
    "for c in implicatedCset:\n",
    "    plotPolyLW(countyGeom[c],1.2)\n",
    "for v in implicatedList:\n",
    "    if unitDems[0][v] + unitReps[0][v] > 10:\n",
    "        fillplotLean(tractGeom[v],unitReps[0][v] / (unitDems[0][v] + unitReps[0][v] ) )\n",
    "    else:\n",
    "        fillplot(tractGeom[v],0.4,0.4,0.4)\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.03 * statePop / 15. :\n",
    "        if countyNo[muniVTDlist[m][0]] in implicatedCset:\n",
    "            plotPolyLW(muniGeom[m],0.5)\n",
    "plotPolyLWcolor(muniGeom[108],1.5,\"yellow\")\n",
    "plt.text(-81.38, 41.02,\"Akron\",color=[1,1,0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "f3656f51-7712-46ec-ac25-671a7e91d01c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting color practice\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"plotting color practice\")\n",
    "fillplotLean(countyGeom[66],0.65)\n",
    "fillplotLean(countyGeom[76],0.65)\n",
    "plotPolyLWcolor(muniGeom[108],1,\"yellow\")\n",
    "plt.text(-81.38, 41.02,\"Akron\",color=[1,1,0.] )#0.75,0.75,0]) #[0.2,1,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3ef9b38b-5939-478c-bdf4-f11eb782992b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.71214 CD originally intersected Akron\n"
     ]
    }
   ],
   "source": [
    "print(r5(np.sum([tractPop[v] for v in intersectedAkron])*15./statePop),\"CD originally intersected Akron\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "14bfbb87-0fb7-4499-838a-47f7fceafba6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Continuing alternative analysis of Akron area. Plot before and after histograms\n",
      "for HDs that originally had > 0.25 of Akron included\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Continuing alternative analysis of Akron area. Plot before and after histograms\")\n",
    "print(\"for HDs that originally had > 0.25 of Akron included\")\n",
    "intersectedAkron2 = list()\n",
    "m = 108 #Akron\n",
    "AkronPop = muniPop[m]\n",
    "minIntersectionPop2 = 0.25 * AkronPop\n",
    "for v in range(nHDs):\n",
    "    intersectionSet = set(HDvtdList[v]).intersection(set(muniVTDlist[m]))\n",
    "    intersectionPop = np.sum([tractPop[u] for u in intersectionSet])\n",
    "    if intersectionPop > minIntersectionPop2:\n",
    "        intersectedAkron2.append(v)\n",
    "localVlist = intersectedAkron2.copy()\n",
    "plt.hist([LeanAvg[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"unconstrained\",histtype=\"step\",bins=np.linspace(0.35,0.65,41),\n",
    "        ls = \"dotted\",color=[0.1,0.1,0.1])\n",
    "plt.hist([LeanAvg2[v] for v in localVlist],weights=[HDwt[v] for v in localVlist],label=\"OH rules\",histtype=\"step\",bins=np.linspace(0.35,0.65,41),\n",
    "         color=\"black\")\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel(\"district 2020 Trump-Biden lean\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "8066b2f0-50da-454b-ad33-7f9d080ed45f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "visualizing munis with pop > 23598.896 (3pct of a district) near Akron\n",
      "Akron is muni 108 with pop 190474\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minPop = 0.03 * statePop/15.\n",
    "print(\"visualizing munis with pop >\",minPop,\"(3pct of a district) near Akron\")\n",
    "\n",
    "cList = [27, 75,76,17,66, 51, 84, 77,49,]\n",
    "for c in cList:\n",
    "    plotPolyLW(countyGeom[c],0.2)\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > minPop:\n",
    "        if countyNo[muniVTDlist[m][0] ] in cList:\n",
    "            fillplotLean(muniGeom[m],muniLean[m])\n",
    "            if muniPop[m] > 100000 and muniPop[m] < 200000 : #lazy way to find Akron\n",
    "                print(\"Akron is muni\",m,\"with pop\",muniPop[m])\n",
    "                plt.text(muniGeom[m].centroid.x, muniGeom[m].centroid.y,\"Akron\",color=[1,1,0], fontsize=9,ha=\"center\",va=\"center\")\n",
    "fillplotLean(cityBoundary,0.2) #approximate for Cleve\n",
    "plt.text(cityBoundary.centroid.x - 0.06, cityBoundary.centroid.y + 0.08,\"Cleve\",color=\"black\", fontsize=9,ha=\"center\",va=\"center\")\n",
    "plotPolyLW(cityBoundary,2)\n",
    "plotPoly(Point(-81.5,41.9).buffer(0.01))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "8d5bb413-5f53-46ba-ad87-1266bf9976b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sanity check - is Akron kept whole?\n",
      "I found 1187 HDs that at least partially intersected Akron\n",
      "I found 1187  muni-snapped HDs that at least partially intersected Akron\n",
      "Here are the unweighted histograms of Akron usage\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = 108\n",
    "print(\"sanity check - is Akron kept whole?\")\n",
    "pctAkron = list()\n",
    "for v in range(nHDs):\n",
    "    intersxnSet = set(HDvtdList[v]).intersection(set(muniVTDlist[m]))\n",
    "    if len(intersxnSet) > 0:\n",
    "        pctAkron.append(np.sum([tractPop[v] for v in intersxnSet]) / float(muniPop[m]) )\n",
    "print(\"I found\",len(pctAkron),\"HDs that at least partially intersected Akron\")\n",
    "\n",
    "pctAkron2 = list()\n",
    "for v in range(nHDs):\n",
    "    intersxnSet = set(HDvtdList2[v]).intersection(set(muniVTDlist[m]))\n",
    "    if len(intersxnSet) > 0:\n",
    "        pctAkron2.append(np.sum([tractPop[v] for v in intersxnSet]) / float(muniPop[m]) )\n",
    "print(\"I found\",len(pctAkron),\" muni-snapped HDs that at least partially intersected Akron\")\n",
    "print(\"Here are the unweighted histograms of Akron usage\")\n",
    "plt.hist(pctAkron, histtype=\"step\",label=\"anysplit\", bins=np.linspace(0.0, 1.0,21))\n",
    "plt.hist(pctAkron2, histtype=\"step\", label=\"keep muni\", bins=np.linspace(0.0, 1.0,21))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6446dbed-796b-4b95-b0b5-b5c3b55faec3",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Plotting methodology Figure with near-Akron districts\")\n",
    "print(\"Need to pull in county15 set\")\n",
    "HDfile1 = \"county15_HDstats\"\n",
    "HDdf1 = pd.read_csv(\"./2025_nosplit_output/\"+HDfile1+\".csv\")\n",
    "#HDCPx, HDCPy = HDdf['centroid x'], HDdf['centroid y']  ##not all files have these\n",
    "HDwt1 = HDdf1['HDweight'].to_numpy()\n",
    "if \"HDunitList\" in HDdf1.columns.values:\n",
    "    HDvtdString1 = HDdf1['HDunitList']\n",
    "else:\n",
    "    HDvtdString1 = HDdf1['HDvtdList']\n",
    "#nHDs = len(HDvtdString)  ##should match nHDs for anysplit case\n",
    "HDvtdList1 = [ast.literal_eval(HDvtdString1[h]) for h in range(nHDs) ]\n",
    "LeanAvg1 = HDdf1[\"LeanAvg\"]\n",
    "fracSeat1 = HDdf1[\"fracSeat\"]\n",
    "\n",
    "cList = [75,76,66, 84]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "570f7011-57fb-4ad4-885a-d76b563c3cad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding a southern Summit precinct to plot HD for\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"finding a southern Summit precinct to plot HD for\")\n",
    "plotPoly(countyGeom[76])\n",
    "for v in range(nHDs):\n",
    "    if countyNo[v] == 76:\n",
    "        if tractGeom[v].centroid.y < 41:\n",
    "            plt.text(tractGeom[v].centroid.x, tractGeom[v].centroid.y,v,fontsize=6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "92c0e4ea-3da1-46b4-a212-d9cd57f23402",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on orig shape (orange)...\n",
      "now working on county-snap shape - red\n",
      "Finally, city-snap shape - green\n"
     ]
    }
   ],
   "source": [
    "t = 6288 ##6132  #6423 #6420\n",
    "shapes = [tractGeom[t], tractGeom[t], tractGeom[t] ]\n",
    "print(\"working on orig shape (orange)...\")\n",
    "for v in HDvtdList[t]:\n",
    "    shapes[0] = shapes[0].union(tractGeom[v])\n",
    "print(\"now working on county-snap shape - red\")\n",
    "for v in HDvtdList1[t]:\n",
    "    shapes[1] = shapes[1].union(tractGeom[v])\n",
    "print(\"Finally, city-snap shape - green\")\n",
    "for v in HDvtdList2[t]:\n",
    "    shapes[2] = shapes[2].union(tractGeom[v])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "8ab0fec6-1500-449f-983f-fa40606ae94d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now plotting the shapes\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"now plotting the shapes\")\n",
    "\n",
    "for m in range(nMunis):\n",
    "    if countyNo[ muniVTDlist[m][0] ] in cList:\n",
    "        if muniPop[m] > 0.05 * statePop/ 15.: # and muniLean[m] < 0.55:\n",
    "            plotPolyLWcolor(muniGeom[m],0.4,\"black\")\n",
    "        else:\n",
    "            plotPolyLWcolor(muniGeom[m],0.1,\"black\")\n",
    "for c in cList:\n",
    "    x,y = countyGeom[c].exterior.xy\n",
    "    plt.plot(x,y,color=\"black\",ls=\"dashed\")\n",
    "\n",
    "plotPolyLWcolor(shapes[0],1.5,\"orange\")\n",
    "plotPolyLWcolor(shapes[2],1.5,\"green\")\n",
    "inputPoly, LINEWIDTH = shapes[1], 1.5\n",
    "simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "if inputPoly.geom_type == simplePoly.geom_type:\n",
    "    x,y = inputPoly.exterior.xy\n",
    "    plt.plot(x,y, color=\"red\",linewidth=LINEWIDTH,ls=\"dashed\")\n",
    "else:\n",
    "    for geom in inputPoly.geoms:\n",
    "        if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "            x,y = geom.exterior.xy\n",
    "            plt.plot(x,y,color = \"red\",linewidth = LINEWIDTH,ls=\"dashed\")\n",
    "#plotPolyLWcolor(shapes[1],1.5,\"red\")\n",
    "            \n",
    "fillplot(muniGeom[108], 0.7,0.7, 1 )\n",
    "plt.scatter(tractGeom[t].centroid.x, tractGeom[t].centroid.y,marker=\"*\",s=25, color=\"purple\")\n",
    "plt.text(-82.1,40.95,\"WAYNE COUNTY\",color=[0.2,0.2,0.2])\n",
    "plt.text(-81.33, 41.31, \"PORTAGE COUNTY\",color=[0.2,0.2,0.2])\n",
    "plt.text(-81.58, 41.32, \"SUMMIT CO.\",color=[0.2,0.2,0.2], fontsize=8)\n",
    "plt.text(-81.365, 40.96, \"STARK    CO.\",color=[0.2,0.2,0.2], fontsize=10)\n",
    "plt.text(-81.56, 41.05, \"Akron\",color=\"yellow\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "09bbc2b6-cc2a-43f5-a729-49132733d47c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In addition to anysplit and muni-no-split, also consider full-rule-set results for Congr'l comparison ...\n"
     ]
    }
   ],
   "source": [
    "print(\"In addition to anysplit and muni-no-split, also consider full-rule-set results for Congr'l comparison ...\")\n",
    "HDfile3 = \"county5city15_HDstats\"\n",
    "HDdf3 = pd.read_csv(\"./2025_nosplit_output/\"+HDfile3+\".csv\")\n",
    "HDwt3 = HDdf3['HDweight'].to_numpy()\n",
    "HDvtdString3 = HDdf3['HDunitList'] #HDvtdList\n",
    "HDvtdList3 = [ast.literal_eval(HDvtdString3[h]) for h in range(nHDs) ]\n",
    "LeanAvg3 = HDdf3[\"LeanAvg\"]\n",
    "fracSeat3 = HDdf3[\"fracSeat\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "76fbfe96-e388-48de-82bb-6a3c4d26d910",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Continuing Congressional analysis - plotting shift in envelope leans for 0.1 - 1.0 CD Ohio cities ...\n",
      "There are 6 munis > 0.1 of a Congl district but smaller than a CD\n",
      "Here they are in Ohio, with their 2020 Trump 2party vote shares\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will now identify the districts that captured 0.25 to 0.75 of that city's pop under anysplit drawing\n",
      "computing background GOP for muni 9 our 0 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are -0.0015 -0.00417\n",
      "The total implicated pop is 0.49815 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 9 with pop 147110\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing background GOP for muni 20 our 1 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are 0.00883 0.0075\n",
      "The total implicated pop is 0.58231 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 20 with pop 81146\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing background GOP for muni 95 our 2 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are -0.01033 0.04465\n",
      "The total implicated pop is 0.42771 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 95 with pop 273926\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing background GOP for muni 108 our 3 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are -0.02617 0.01724\n",
      "The total implicated pop is 0.68378 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 108 with pop 190474\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing background GOP for muni 146 our 4 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are 0.04885 -0.19269\n",
      "The total implicated pop is 0.64002 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 146 with pop 335721\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing background GOP for muni 184 our 5 th qualifying muni\n",
      "the seat gains for muni-preserve and both rules for muni m are 0.0 0.0\n",
      "The total implicated pop is 0.0 of a CD\n",
      "Here are the before-and-after histograms of partisan leans for envelope HDs for muni 184 with pop 374054\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Continuing Congressional analysis - plotting shift in envelope leans for 0.1 - 1.0 CD Ohio cities ...\")\n",
    "aDP = statePop / 15. #Congressional\n",
    "minCityPopFrac = 0.10 #include Parma and Canton\n",
    "bigMuniList, bigMuniBlueness = list(), list()\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > minCityPopFrac * aDP and muniLean[m] != 0.5 :\n",
    "        bigMuniList.append(m)\n",
    "        bigMuniBlueness.append(0.5 - muniLean[m])\n",
    "nBigMunis = len(bigMuniList)\n",
    "print(\"There are\",nBigMunis,\"munis >\",minCityPopFrac,\"of a Congl district but smaller than a CD\")\n",
    "print(\"Here they are in Ohio, with their 2020 Trump 2party vote shares\")\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for m in bigMuniList:\n",
    "    plotPoly(muniGeom[m])\n",
    "    plt.text(muniGeom[m].centroid.x + 0.2, muniGeom[m].centroid.y,round(muniLean[m],2),fontsize=7)\n",
    "plt.show()\n",
    "\n",
    "minCityFrac, maxCityFrac = 0.25, 0.75  #0.25, 0.75 also tried: 0.2, 0.8; 0.1, 0.9; 0.01, 0.99\n",
    "print(\"we will now identify the districts that captured\",minCityFrac,\"to\",maxCityFrac,\"of that city's pop under anysplit drawing\")\n",
    "implicatedHDs, implicatedLeans     = [list() for m in range(nBigMunis)],[list() for m in range(nBigMunis)]\n",
    "implicatedLeans2, implicatedLeans3 = [list() for m in range(nBigMunis)],[list() for m in range(nBigMunis)]\n",
    "muniGain,bothGain =                  list(), list()\n",
    "for i,m in enumerate(bigMuniList):\n",
    "    minCapturedPop, maxCapturedPop = minCityFrac * muniPop[m], maxCityFrac * muniPop[m]\n",
    "    print(\"computing HD leans for HDs that semi-used muni\",m,\"our\",i,\"th qualifying muni\")\n",
    "    mVTDset = set(muniVTDlist[m])\n",
    "    for h in range(nHDs):\n",
    "        mHDset = mVTDset.intersection( set(HDvtdList[h]) )\n",
    "        if len(mHDset ) > 0 :\n",
    "            mHDpop = np.sum([tractPop[v] for v in mHDset])\n",
    "            if mHDpop > minCapturedPop and mHDpop < maxCapturedPop:  #this district appreciably split the city\n",
    "                implicatedHDs[i].append(h)\n",
    "                implicatedLeans[i].append(LeanAvg[h])\n",
    "                implicatedLeans2[i].append(LeanAvg2[h])\n",
    "                implicatedLeans3[i].append(LeanAvg3[h])\n",
    "    muniGain.append( np.sum([fracSeat2[h] * HDwt[h] for h in implicatedHDs[i] ]) - np.sum([fracSeat[h] * HDwt[h] for h in implicatedHDs[i] ]) )\n",
    "    bothGain.append( np.sum([fracSeat3[h] * HDwt[h] for h in implicatedHDs[i] ]) - np.sum([fracSeat[h] * HDwt[h] for h in implicatedHDs[i] ]) )\n",
    "    print(\"the seat gains for muni-preserve and both rules for muni m are\",r5(15.*muniGain[i]),r5(15.*bothGain[i]) )\n",
    "    print(\"The total implicated pop is\",r5(np.sum([tractPop[h] for h in implicatedHDs[i] ]) /aDP),\"of a CD\")\n",
    "    print(\"Here are the before-and-after histograms of partisan leans for envelope HDs for muni\",m,\"with pop\",int(muniPop[m]) )\n",
    "    plt.hist(implicatedLeans[i],weights=[HDwt[h] for h in implicatedHDs[i]], bins=41, histtype=\"step\",label=\"unconstrained\")\n",
    "    plt.hist(implicatedLeans2[i],weights=[HDwt[h] for h in implicatedHDs[i]],bins=41, histtype=\"step\",label=\"muni no-split\")\n",
    "    plt.hist(implicatedLeans3[i],weights=[HDwt[h] for h in implicatedHDs[i]],bins=41, histtype=\"step\",label=\"both rules\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "060be1ce-fadc-46b9-9eba-8d44833a5cdb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9 Dayton 147110\n",
      "20 Parma 81146\n",
      "95 Toledo 273926\n",
      "108 Akron 190474\n",
      "146 Cincy 335721\n",
      "184 Cleve. 374054\n"
     ]
    }
   ],
   "source": [
    "muniName = [\"Dayton\",\"Parma\",\"Toledo\",\"Akron\",\"Cincy\",\"Cleve.\"]\n",
    "for i,m in enumerate(bigMuniList):\n",
    "    print(m,muniName[i],muniPop[m])\n",
    "nDistricts = 15 #Congr'l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "ca6979b0-9778-4caa-abc6-45961dd9c1de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "create an alt distro for Cleveland area\n",
      "compiling HD leans for HDs that captured more than a quarter of Cleve.\n",
      "Here are the HDs that originally captured at least 25pct of Cleveland. An x signifies HD shed Cleveland, a + indicates Cleveland pickup\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And those that captured 75+% after applying OH rules ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"create an alt distro for Cleveland area\")\n",
    "m = 184\n",
    "CleveHDs, CleveLeans, CleveLeans3 = list(), list(), list()\n",
    "minCapturedPop, maxCapturedPop = 0.25 * muniPop[m], 1.00 * muniPop[m]\n",
    "print(\"compiling HD leans for HDs that captured more than a quarter of\",muniName[bigMuniList.index(m)] )\n",
    "mVTDset = set(muniVTDlist[m])\n",
    "for h in range(nHDs):\n",
    "    mHDset = mVTDset.intersection( set(HDvtdList[h]) )\n",
    "    mHDset3 = mVTDset.intersection( set(HDvtdList3[h]) )\n",
    "    if len(mHDset ) > 0 :\n",
    "        mHDpop = np.sum([tractPop[v] for v in mHDset])\n",
    "        mHDpop3 = np.sum([tractPop[v] for v in mHDset3])\n",
    "        if (mHDpop > minCapturedPop and mHDpop <= maxCapturedPop) or (mHDpop3 > minCapturedPop and mHDpop3 <= maxCapturedPop):  #this district appreciably split the city\n",
    "            CleveHDs.append(h)\n",
    "            CleveLeans.append(LeanAvg[h])\n",
    "            CleveLeans3.append(LeanAvg3[h])\n",
    "            plotPoly(tractGeom[h])\n",
    "            if mHDpop < minCapturedPop:\n",
    "                plotCenter(\"+\",tractGeom[h])\n",
    "            if mHDpop3 < minCapturedPop:\n",
    "                plotCenter(\"x\",tractGeom[h])\n",
    "plotPoly(countyGeom[17])\n",
    "print(\"Here are the HDs that originally captured at least 25pct of Cleveland. An x signifies HD shed Cleveland, a + indicates Cleveland pickup\")\n",
    "plt.show()\n",
    "\n",
    "print(\"And those that captured 75+% after applying OH rules ...\")\n",
    "mVTDset = set(muniVTDlist[m])\n",
    "for h in range(nHDs):\n",
    "    mHDset = mVTDset.intersection( set(HDvtdList3[h]) )\n",
    "    if len(mHDset ) > 0 :\n",
    "        mHDpop = np.sum([tractPop[v] for v in mHDset])\n",
    "        if mHDpop > minCapturedPop and mHDpop <= maxCapturedPop:  #this district appreciably split the city\n",
    "            plotPoly(tractGeom[h])\n",
    "plotPoly(countyGeom[17])\n",
    "plt.show()\n",
    "\n",
    "plt.hist(CleveLeans, weights = [HDwt[h] for h in CleveHDs], histtype = \"step\", bins = 41, label=\"orig Cleve\")\n",
    "plt.hist(CleveLeans3, weights = [HDwt[h] for h in CleveHDs], histtype = \"step\", bins = 41, label=\"with OH rules\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "b0a41cc7-2082-4000-8af4-5af73350a4e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And now violin plots of the distributions before and after Ohio rule set\n",
      " Orig data = black x, no-split in green o. \n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis above 0.1 of a district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"And now violin plots of the distributions before and after Ohio rule set\")  #modification from 2022 version\n",
    "fig, ax = plt.subplots(figsize=(18, 7))\n",
    "print(\" Orig data = black x, no-split in green o. \")\n",
    "plt.plot([minCityPopFrac, 0.6],[0.5, 0.5],ls=\"dashed\")\n",
    "muniPlotYs = [0.4, 0.6, 0.44, 0.68, 0.75, 0.16]\n",
    "for kkk, tgtM in enumerate(bigMuniList):\n",
    "    plt.text(muniPop[tgtM]/aDP,muniPlotYs[kkk],muniName[kkk],fontsize = 10, ha=\"center\", va=\"center\")\n",
    "    LEAN = muniLean[tgtM]\n",
    "    plotX = muniPop[tgtM] / aDP\n",
    "    deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "    gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    COLOR = (redd, gren, bluu)\n",
    "    delta = nDistricts * bothGain[kkk]               \n",
    "    WDTH = 0.002 # 0.05 * abs(delta)  \n",
    "    HW, HL = 4. *WDTH ,6. *WDTH\n",
    "    if len(implicatedHDs[kkk]) == 0 : \n",
    "        plotOffset = 0.002\n",
    "        plotX = muniPop[tgtM] / aDP\n",
    "        avgOrigGOP = np.average(CleveLeans,weights = [HDwt[h] for h in CleveHDs ] )\n",
    "        stdevOrig =    ( np.average([(LEAN-avgNoSplitGOP)**2 for LEAN in CleveLeans3],    weights=[HDwt[h] for h in CleveHDs ]) ) ** 0.5\n",
    "        avgNoSplitGOP = np.average(CleveLeans,weights = [HDwt[h] for h in CleveHDs ] )\n",
    "        stdevNoSplit = ( np.average([(LEAN-avgNoSplitGOP)**2 for LEAN in CleveLeans3], weights=[HDwt[h] for h in CleveHDs ]) ) ** 0.5\n",
    "        plt.errorbar(plotX-plotOffset,  avgOrigGOP,  yerr=stdevOrig, color=\"green\",capsize=2,marker=\"x\", markersize=2,mfc=\"green\")\n",
    "        plt.errorbar(plotX+plotOffset, avgNoSplitGOP,yerr=stdevNoSplit,color=\"purple\",capsize=4,marker=\"o\", markersize=2, mfc=\"purple\")\n",
    "        \n",
    "    else: #not Cleveland\n",
    "        Xoffset = 0.02\n",
    "        avgOrigGOP = np.average(implicatedLeans[kkk],weights = [HDwt[h] for h in implicatedHDs[kkk] ] )\n",
    "        plt.arrow(plotX+Xoffset,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,\n",
    "                  color= COLOR)\n",
    "        #fig, ax = plt.subplots(figsize=(18, 7))  #in below, I use \"widths\" for half-violin widths\n",
    "        weightedLeanAvg, weightedLeanAvg3 = list(), list() #these will become approximate weighted distributions of HDs\n",
    "        binPop = 500. #we will approximate weighting by putting pop/500 copies of leans into the \"weighted\" distros\n",
    "        for jj, v in enumerate(implicatedHDs[kkk]):\n",
    "            nPoints = int( round(tractPop[v]/binPop, 0) )\n",
    "            for n in range(nPoints):\n",
    "                weightedLeanAvg.append( implicatedLeans[ kkk][jj] )\n",
    "                weightedLeanAvg3.append(implicatedLeans3[kkk][jj] )\n",
    "        data1 = weightedLeanAvg.copy()  #KISS; copy the STACKFLOW example\n",
    "        data2 = weightedLeanAvg3.copy()\n",
    "        v1 = ax.violinplot(data1, points=100, positions=[plotX],widths=0.03,\n",
    "                           showmeans=False, showextrema=False, showmedians=False)\n",
    "        for b in v1['bodies']:\n",
    "            # get the center\n",
    "            m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "            # modify the paths to not go further right than the center\n",
    "            b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], -np.inf, m)\n",
    "            b.set_color('g')\n",
    "            \n",
    "        v2 = ax.violinplot(data2, points=100, positions=[plotX], widths=0.03,\n",
    "                           showmeans=False, showextrema=False, showmedians=False)\n",
    "        for b in v2['bodies']:\n",
    "            # get the center\n",
    "            m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "            # modify the paths to not go further left than the center\n",
    "            b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], m, np.inf)\n",
    "            b.set_color('m')\n",
    "ax.tick_params(axis='x', labelsize=18) #had tried 12 before; too small\n",
    "ax.tick_params(axis='y', labelsize=18)            \n",
    "plt.ylim(0.1, 0.8)\n",
    "plt.show()\n",
    "print(\"above plot was for all munis above\", minCityPopFrac,\"of a district pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e30d1f89-0e7a-4fdb-ba9e-a70d672ac4b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precinct choropleth by legislative any-split partisan lean\n",
      "...excluding precincts with Trump-Biden > 0.541\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Precinct choropleth by legislative any-split partisan lean\")\n",
    "HDfile = \"anysplit99_HDstats\"\n",
    "HDdf = pd.read_csv(\"./2025_nosplit_output/\"+HDfile+\".csv\")\n",
    "Lean2020 = HDdf[\"Lean0\"]\n",
    "HDwt = HDdf[\"HDweight\"]\n",
    "maxLean = 0.541\n",
    "print(\"...excluding precincts with Trump-Biden >\",maxLean)\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.5)\n",
    "for t,wt in enumerate(HDwt) :\n",
    "    if wt > 0 and Lean2020[t] < maxLean:\n",
    "        fillplotLean(tractGeom[t], Lean2020[t])\n",
    "polly1 = Polygon([(-81.2,39.2),(-81,39.2),(-81,39.3),(-81.2,39.3)])\n",
    "polly2 = Polygon([(-81.2,39.0),(-81,39.0),(-81,39.1),(-81.2,39.1)])\n",
    "polly3 = Polygon([(-81.2,38.8),(-81,38.8),(-81,38.9),(-81.2,38.9)])\n",
    "polly4 = Polygon([(-81.2,38.6),(-81,38.6),(-81,38.7),(-81.2,38.7)])\n",
    "Pollies = [polly1, polly2, polly3, polly4]\n",
    "leans = [ 0.42, 0.46, 0.50, 0.54]\n",
    "for p,P in enumerate(Pollies):\n",
    "    lean = leans[p]\n",
    "    if lean < 0.6:  #this will plot some light reds\n",
    "        fillplotLean(P, lean)\n",
    "        plt.text(P.centroid.x, P.centroid.y,\"   \"+str(lean))\n",
    "plotPoly(Point(-80,42).buffer(0.02))\n",
    "\n",
    "regionName = [\"NW\", \"NE\", \"Franklin\",\"Hamilton\", \"N-Lorain\",\"Delaware\", \"Dayton\",  \"SE\", \"Mahoning\",   \"Lake\"]\n",
    "regionCounties = [[47, 25, 34, 61, 86], [3, 17, 27, 66, 75, 76, 77], [24], [30], [46, 21, 38],\n",
    "                  [20], [56, 8, 11, 18, 28, 54, 67, 82], [4, 36, 52, 57, 63, 81, 83], [49, 14], [42] ]\n",
    "#The original constrained HD drawing was done in ten blue-purple regions.  For the paper, we convert to eight Ohio areas\n",
    "areaNames = [\"NE\",\"Mid\",\"Ham\",\"NW\",\"W\", \"N\", \"SE\", \"S\" ]\n",
    "nAreas = len(areaNames)\n",
    "areaRegions = [ [1,8,9], [2,5],[3],[0], [6],[4],[7], [] ]\n",
    "areaCounties = [ [3,9,14,15,17,27,33,37,40,42,49,51,66,75,76,77,78,84],\n",
    "                [20,22,23,24,58,41,44,48,50,64,79],\n",
    "                [30],\n",
    "                [1,16,19,25,31,32,34,47,61,62,68,71,73,80,85,86,87],\n",
    "                [5,8,10,11,18,28,45,53,54,56,67,74,82],\n",
    "                [2,21,38,46,69],\n",
    "                [4,6,26,29,36,39,43,52,55,57,59,60,63,81,83],\n",
    "                [0,7,12,13,35,65,70,72] ]\n",
    "for i,areaName in enumerate(areaNames):\n",
    "    for c in areaCounties[i]:\n",
    "        if c not in [17,76,47,24,56,30]:\n",
    "            plotCenter(areaName,countyGeom[c],8)\n",
    "        if c == 47:\n",
    "            plt.text(-83.8,41.75,\"NW\",fontsize=8)\n",
    "        if c == 17:\n",
    "            plt.text(-81.8,41.55,\"NE\",fontsize=8)\n",
    "        plotPolyLW(countyGeom[c],0.3)\n",
    "plt.text(-84.9,38.96,\"Hamilton\",fontsize=7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5342cc5-d3f3-48f2-8c9c-aa4aadf5763c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6056b358-ad34-4302-b4a7-e774f393df3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### FOOD FOR THOUGHT -- WHY DO AKRON AND TOLEDO BEHAVE AS THEY DO?  alternate ways to represent Cleveland"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "932baa06-c44b-4e90-97b2-ee0dece4d9d2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "69173385-482b-4049-9346-709c27749392",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now recreate the muni, school district, and COI municipal leans from various sources\n",
      "Start by building municipality stats and shapes using old code\n"
     ]
    }
   ],
   "source": [
    "print(\"Now recreate the muni, school district, and COI municipal leans from various sources\")\n",
    "print(\"Start by building municipality stats and shapes using old code\")\n",
    "vName = \"OH04Jan_vtdTrumpBidenPops.csv\"\n",
    "vDF = pd.read_csv(\"state_HD_output/\"+vName)\n",
    "vtdTrump = vDF['vtdTrump']\n",
    "vtdBiden = vDF['vtdBiden']\n",
    "\n",
    "mName = \"OH04JanMunistatsUnmodified.csv\"\n",
    "muniDF = pd.read_csv(\"state_HD_output/\"+mName)\n",
    "muniPop = muniDF['muniPop']\n",
    "nMunis = len(muniPop)\n",
    "muniTLS = muniDF['muniTractList']\n",
    "muniTractList = [list() for i in range(nMunis)]\n",
    "muniPCPx = muniDF['centroid x']\n",
    "muniPCPy = muniDF['centroid y']\n",
    "muniPCP = [Point(muniPCPx[i], muniPCPy[i]) for i in range(nMunis) ]\n",
    "muniGeom = [muniPCP[i] for i in range(nMunis)]\n",
    "muniLean = [0.6]*nMunis\n",
    "for m in range(nMunis):\n",
    "    muniTractList[m] = list()\n",
    "    if muniTLS[m] != \"[]\":\n",
    "        muniTractList[m] = ast.literal_eval(muniTLS[m])\n",
    "        mTrumpers = 0\n",
    "        mBideners = 0\n",
    "        for v in muniTractList[m]:\n",
    "            muniGeom[m] = muniGeom[m].union(tractGeom[v])\n",
    "            mTrumpers += vtdTrump[v]\n",
    "            mBideners += vtdBiden[v]\n",
    "        if mBideners + mTrumpers > 0:\n",
    "            muniLean[m] = mTrumpers / (mTrumpers + mBideners)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "547f8c50-6859-4558-a174-1685f68180ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For COIs and SD's, use the 15-district versions (pre-split)\n"
     ]
    }
   ],
   "source": [
    "print(\"For COIs and SD's, use the 15-district versions (pre-split)\")\n",
    "schoolDF = pd.read_csv(\"state_map_files/OH15schoolUnitLeans.csv\")\n",
    "schoolPop = schoolDF[\"unitPop\"]\n",
    "schoolLean = schoolDF[\"schoolLean\"]\n",
    "COI615DF = pd.read_csv(\"state_map_files/OH15coi615UnitLeans.csv\")\n",
    "COI615Pop = COI615DF[\"unitPop\"]\n",
    "COI615Lean = COI615DF[\"muniLean\"]\n",
    "COI1850DF = pd.read_csv(\"state_map_files/OH15coi1850UnitLeans.csv\")\n",
    "COI1850Pop = COI1850DF[\"unitPop\"]\n",
    "COI1850Lean = COI1850DF[\"muniLean\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "46c59fc5-dc52-4f60-b1c6-53f819896eda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "partisan lean of Ohio municipalities, 1850 COIs\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aDP15, aDP99 = statePop/15., statePop/99.\n",
    "print(\"partisan lean of Ohio municipalities, 1850 COIs\")\n",
    "overPolly = Polygon([Point(1.01*aDP15, 0.0), Point(1.4*aDP15, 0.0),Point(1.4*aDP15, 0.95),Point(1.01*aDP15, 0.95) ])\n",
    "fillplot(overPolly,0.9,0.9,0.9 )\n",
    "overPolly2 = Polygon([Point(1.01*aDP99, 0.0), Point(0.99*aDP15, 0.0),Point(0.99*aDP15, 0.95),Point(1.01*aDP99, 0.95) ])\n",
    "fillplot(overPolly2,0.95,0.95,0.95 )\n",
    "plt.scatter(muniPop, muniLean,color=\"blue\",marker=\"x\",s=6,label=\"Ohio munis\")\n",
    "addedXs, addedYs = [1.02*aDP15, 1.2*aDP15, 1.23*aDP15  ],[ 0.74, 0.72, 0.605]  #three overpopped COIs\n",
    "plt.scatter(COI1850Pop, COI1850Lean,color=\"purple\",marker=\">\",s=6,label=\"1850 COIs\")\n",
    "plt.axvline(aDP15,ls=\"--\",color=\"black\")\n",
    "plt.axvline(aDP99,ls=\"dotted\",color=\"black\")\n",
    "plt.xlabel(\"unit population\")\n",
    "plt.ylabel(\"unit Trump-Biden lean\")\n",
    "plt.xscale(\"log\")\n",
    "plt.xlim(10000,1100000)\n",
    "plt.ylim(0,0.9)\n",
    "plt.text(aDP99,0.42,\"1 LD\", rotation= -90,fontsize=20)\n",
    "plt.text(0.75*aDP15,0.42,\"1 CD\", rotation= -90, fontsize=20)\n",
    "plt.axhline(0.5,ls=\"dotted\",lw=0.5, color=\"purple\")\n",
    "plt.text(120000,0.25,\"Dayton\")\n",
    "plt.text(150000,0.32,\"Akron\")\n",
    "plt.text(230000,0.345,\"Toledo\")\n",
    "plt.text(250000,0.23,\"Cincy\")\n",
    "plt.text(350000,0.15,\"Cleveland\")\n",
    "plt.text(800000,0.24,\"Cbus\")\n",
    "plt.legend(facecolor=\"yellow\", loc= 8)\n",
    "#plt.scatter(addedXs, addedYs,color=\"purple\",marker=\">\",s=6,label=\"1850 COIs\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "fb2951fd-97e9-47d8-801d-013d22d114d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "partisan lean of Ohio school districts, 615 COIs\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aDP15, aDP99 = statePop/15., statePop/99.\n",
    "print(\"partisan lean of Ohio school districts, 615 COIs\")\n",
    "overPolly = Polygon([Point(1.01*aDP15, 0.0), Point(1.4*aDP15, 0.0),Point(1.4*aDP15, 0.95),Point(1.01*aDP15, 0.95) ])\n",
    "fillplot(overPolly,0.9,0.9,0.9 )\n",
    "plt.scatter(schoolPop, schoolLean,color=\"green\",marker=\"x\",s=6,label=\"school Ds\")\n",
    "addedXs, addedYs = [1.02*aDP15, 1.2*aDP15, 1.23*aDP15  ],[ 0.74, 0.72, 0.605]  #three overpopped COIs\n",
    "plt.scatter(COI615Pop, COI615Lean,color=\"purple\",marker=\">\",s=6,label=\"615 COIs\")\n",
    "plt.axvline(aDP15,ls=\"--\",color=\"black\")\n",
    "plt.axvline(aDP99,ls=\"dotted\",color=\"black\")\n",
    "plt.axhline(0.5,ls=\"dotted\",lw=0.5, color=\"purple\")\n",
    "plt.xlabel(\"unit population\")\n",
    "plt.ylabel(\"unit Trump-Biden lean\")\n",
    "plt.xscale(\"log\")\n",
    "plt.xlim(10000,1100000)\n",
    "plt.ylim(0,0.9)\n",
    "plt.text(aDP99,0.25,\"1 LD\", rotation= -90,fontsize=20)\n",
    "plt.text(0.75*aDP15,0.25,\"1 CD\", rotation= -90, fontsize=20)\n",
    "plt.legend(facecolor=\"yellow\", loc= 9)\n",
    "plt.scatter(addedXs, addedYs,color=\"purple\",marker=\">\",s=6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b33770fa-68d0-42ab-8e73-265307c1ea89",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d6b003f8-0cc7-4af1-998c-4cfc47bc0ef4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now, let's visualize local partisan dislocation for Huffman Hamilton and Sykes Franklin...\n",
      "Read in the countyMuni99_HDstats csv with HD vtd assignments and those HD frac seats ...\n",
      "Read in the Huffman map stats ...\n",
      "Assign each precinct to a Huffman district based on component blocks ...\n",
      "convert to frac seat for each precinct ...\n",
      "Read in the ...\n"
     ]
    }
   ],
   "source": [
    "########## WIP.  Not included in PA paper\n",
    "print(\"Now, let's visualize local partisan dislocation for Huffman Hamilton and Sykes Franklin...\")\n",
    "print(\"Read in the countyMuni99_HDstats csv with HD vtd assignments and those HD frac seats ...\")\n",
    "HDdf = pd.read_csv(\"./2025_nosplit_output/countyMuni99_HDstats.csv\")\n",
    "HDvtdListString = HDdf[\"HDvtdList\"]\n",
    "HDvtdList = [ast.literal_eval(list) for list in HDvtdListString]\n",
    "HDavgLean, HDfracSeat = HDdf[\"LeanAvg\"], HDdf[\"fracSeat\"]\n",
    "HDregion, currRegionNo = HDdf[\"regionNo\"], 3  #Hamilton\n",
    "print(\"Read in the Huffman map stats ...\")\n",
    "enactedDF = pd.read_csv(\"./2025_nosplit_output/Huffman09SepCleaned_HDstats.csv\")\n",
    "enactedAvgLean, enactedFracSeat = enactedDF[\"LeanAvg\"], enactedDF[\"fracSeat\"]\n",
    "enactedBAF = pd.read_csv(\n",
    "print(\"Assign each precinct to a Huffman district based on component blocks ...\")\n",
    "\n",
    "print(\"convert to frac seat for each precinct ...\")\n",
    "print(\"Read in the ...\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ca7b53e-24e8-4d0b-b12e-321ffffe15f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"We now visualize where these outliers are.  Plot by county\")\n",
    "SCALE = 0.5  #adjustable for color\n",
    "nOutliers = [0]*nCounties\n",
    "for c in [30]:  #30 #24 #range(nCounties):\n",
    "    for v in countyTractList[c]:\n",
    "        if isTooDem[v] + isTooGOP[v] > 0:\n",
    "            nOutliers[c] +=1\n",
    "            #deltaBlue = max(0, min(1,3.* (-1.*vGOPdevn[v]) ) )\n",
    "            #deltaRed =  max(0, min(1,3.* (vGOPdevn[v])     ) )\n",
    "            #gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "            #bluu = max(0, 1 - deltaBlue )\n",
    "            #redd = max(0, 1 - deltaRed )\n",
    "            #fillplot(tractGeom[v], redd,gren, bluu)\n",
    "            fillplotLean(tractGeom[v], 0.5+vSeatDevn[v])   #vRelSeatDevn ?\n",
    "    if nOutliers[c] > 0:\n",
    "        plotPoly(countyGeom[c])\n",
    "        for d in range(nDistricts):\n",
    "            if districtGeom[d] != dummyPoly :\n",
    "                if type(districtGeom[d]) == type(dummyPoly):\n",
    "                    x,y = districtGeom[d].exterior.xy\n",
    "                    plt.plot(x,y,color=\"black\",lw=2)\n",
    "                else:\n",
    "                    for geom in districtGeom[d].geoms:\n",
    "                        x,y = geom.exterior.xy\n",
    "                        plt.plot(x,y,color=\"black\",lw=2)\n",
    "                        \n",
    "                adjY = 0\n",
    "                adjX = -0.01  #-0.03 for Hamilton\n",
    "                if d == 24:\n",
    "                    adjX = -0.05\n",
    "                    adjY = -0.014\n",
    "                if d == 26:\n",
    "                    adjY = 0.015\n",
    "                    adjX = 0.06\n",
    "                if d == 27:\n",
    "                    adjY = 0.01\n",
    "                    adjX = 0\n",
    "                if d == 28:\n",
    "                    adjX = 0.06\n",
    "                if d == 6:\n",
    "                    adjY = 0.04\n",
    "                if d == 1:\n",
    "                    adjY = 0.05\n",
    "                if d == 7:\n",
    "                    adjY = -0.02\n",
    "                if d== 11:\n",
    "                    adjX = -0.03\n",
    "                deltaBlue = max(0, min(1,4.* (district_vGOP[d] - 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - district_vGOP[d]) ) )\n",
    "                gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                plt.text(districtGeom[d].centroid.x + adjX, districtGeom[d].centroid.y+adjY,int(d+1),\n",
    "                         size=16,color = (redd,gren,bluu))\n",
    "        #plotPoly(Point(-82.7,39.9).buffer(0.0001))  #cheap way to equalize x and y scales in Franklin County\n",
    "        plotPoly(Point(-84.6,39.0).buffer(0.0001))  #cheap way to equalize x and y scales in Hamilton County\n",
    "        plt.show()   #comment this out to plot all on one map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9c46580-1e07-4cec-99bc-24c0312d46a6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0ee84a3-3e94-4399-9e6a-0d3357abce1a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48f6929e-3c31-4b12-af76-2b2c1f12f2d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#below is OLDDDDDDDDDD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d944998a-a175-425a-ac21-fd4d579913bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we build the municipality stats and shapes\n",
      "all done\n"
     ]
    }
   ],
   "source": [
    "print(\"Now we build the municipality stats and shapes\")\n",
    "vName = \"OH04Jan_vtdTrumpBidenPops.csv\"\n",
    "vDF = pd.read_csv(\"state_HD_output/\"+vName)\n",
    "vtdTrump = vDF['vtdTrump']\n",
    "vtdBiden = vDF['vtdBiden']\n",
    "\n",
    "mName = \"OH04JanMunistatsUnmodified.csv\"\n",
    "muniDF = pd.read_csv(\"state_HD_output/\"+mName)\n",
    "muniPop = muniDF['muniPop']\n",
    "nMunis = len(muniPop)\n",
    "muniTLS = muniDF['muniTractList']\n",
    "muniTractList = [list() for i in range(nMunis)]\n",
    "muniPCPx = muniDF['centroid x']\n",
    "muniPCPy = muniDF['centroid y']\n",
    "muniPCP = [Point(muniPCPx[i], muniPCPy[i]) for i in range(nMunis) ]\n",
    "muniGeom = [muniPCP[i] for i in range(nMunis)]\n",
    "muniLean = [0.6]*nMunis\n",
    "for m in range(nMunis):\n",
    "    muniTractList[m] = list()\n",
    "    if muniTLS[m] != \"[]\":\n",
    "        muniTractList[m] = ast.literal_eval(muniTLS[m])\n",
    "        mTrumpers = 0\n",
    "        mBideners = 0\n",
    "        for v in muniTractList[m]:\n",
    "            muniGeom[m] = muniGeom[m].union(tractGeom[v])\n",
    "            mTrumpers += vtdTrump[v]\n",
    "            mBideners += vtdBiden[v]\n",
    "        if mBideners + mTrumpers > 0:\n",
    "            muniLean[m] = mTrumpers / (mTrumpers + mBideners)\n",
    "        # COULD PULL IN NEIGHBORLIST AS WELL; IF NEEDED\n",
    "print(\"all done\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "516c0c37-7a1a-4dcb-ad31-d741d8cc0fda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is a plot of municipality lean by muni size.  Lines are 0.1d, 1.0d\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are a total of 87 munis with populations between 0.2 and 1.05 of 119186\n"
     ]
    }
   ],
   "source": [
    "print(\"Here is a plot of municipality lean by muni size.  Lines are 0.1d, 1.0d\")\n",
    "plt.semilogx(muniPop,muniLean,marker=\".\",ls=\"none\")\n",
    "plt.xlabel(\"muni pop\")\n",
    "plt.ylabel(\"partisan lean\")\n",
    "dSize = statePop / nDistricts\n",
    "plt.plot( [0.1*dSize,0.1*dSize],[0.1,0.9],ls=\"dashed\")\n",
    "plt.plot( [1.*dSize,1.0*dSize],[0.1,0.9],ls=\"dashed\")\n",
    "plt.show()\n",
    "minFrac = 0.2\n",
    "maxFrac = 1.05\n",
    "nMidsizeMunis = 0\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > minFrac * dSize and muniPop[m] < maxFrac * dSize:\n",
    "        nMidsizeMunis +=1\n",
    "print(\"There are a total of\",nMidsizeMunis,\"munis with populations between\",minFrac,\"and\",maxFrac,\"of\",int(dSize))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5903c48c-f04c-4ea8-8aae-a51035eaa651",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.60963, 0.54268, 0.46592999999999996, 0.52174, 0.51925, 0.5327999999999999, 0.51901, 0.51781, 0.54781]\n"
     ]
    }
   ],
   "source": [
    "electionMeanDemvote = [0.39037, 0.45732, 0.53407, 0.47826, 0.48075, 0.4672, 0.48099, 0.48219, 0.45219] \n",
    "electionMeanGOPvote = [1. - ee for ee in electionMeanDemvote ]\n",
    "print(electionMeanGOPvote)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7d4cee7-5bd8-4804-8df5-ec4412e9881e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#I'M DEBATING HERE WHETHER I SHOULD CONVERT FROM DISTRICT LEAN TO FRAC SEATS BEFORE OR AFTER FS ANALYSIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7f12d565-1cc9-4710-a129-a1576e331af0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total number of active HDs = 8929\n"
     ]
    }
   ],
   "source": [
    "#this block is special for inCounty-only (regional-focused) HD studies\n",
    "activeHDs = list()\n",
    "for t in range(nHDs):    \n",
    "    if HDTL[t] != list():\n",
    "        activeHDs.append(t)\n",
    "print(\"total number of active HDs =\",len(activeHDs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "57e87328-3090-4e8c-98be-98945fc0d260",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here, we convert the raw by-HD results to a mean seat expectation for each HD\n",
      "Before running this, check that nHDs and activeHDs are properly defined\n"
     ]
    }
   ],
   "source": [
    "print(\"Here, we convert the raw by-HD results to a mean seat expectation for each HD\")\n",
    "print(\"Before running this, check that nHDs and activeHDs are properly defined\")\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "HDfracGOPseats = [meanGOPvote]*nHDs\n",
    "HDvGOP = [meanGOPvote]*nHDs\n",
    "for h in activeHDs:\n",
    "    eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "    fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "    R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "    y0 = fit[1]\n",
    "    HDvGOP[h] = y0 + meanGOPvote*R\n",
    "    #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "    fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "    fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "    Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "    y0 = fit[1]\n",
    "    HDfracGOPseats[h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2d586b13-c06e-4755-9cc7-7d0458c53e17",
   "metadata": {},
   "outputs": [],
   "source": [
    "infilename2 = \"OH99HD3muniV_dLeans.csv\" #\"OH15CinCleCountyCombined.csv\" #\"OH99origHDvtd13Nov.csv\"  \n",
    "HDplanDF2 = pd.read_csv(\"enacted_analysis/\"+infilename2)\n",
    "\n",
    "dLeanSen2016  = HDplanDF2['dLeanSen2016']\n",
    "dLeanPres2016 = HDplanDF2['dLeanPres2016']\n",
    "dLeanSen2018  = HDplanDF2['dLeanSen2018']\n",
    "dLeanATG2018  = HDplanDF2['dLeanATG2018']\n",
    "dLeanGov2018  = HDplanDF2['dLeanGov2018']\n",
    "dLeanTre2018  = HDplanDF2['dLeanTre2018']\n",
    "dLeanSoS2018  = HDplanDF2['dLeanSoS2018']\n",
    "dLeanAud2018  = HDplanDF2['dLeanAud2018']\n",
    "dLeanPres2020 = HDplanDF2['dLeanPres2020']   \n",
    "elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "             dLeanAud2018, dLeanPres2020]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1ddbec2b-737b-46bd-aaac-872b4b393463",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now repeat the above for no-split legislative to compute HDvGOP2 for each legislative HD\n"
     ]
    }
   ],
   "source": [
    "print(\"now repeat the above for no-split legislative to compute HDvGOP2 for each legislative HD\") #for no muni-split\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "HDfracGOPseats2 = [meanGOPvote]*nHDs\n",
    "HDvGOP2 = [meanGOPvote]*nHDs\n",
    "for h in activeHDs:\n",
    "    eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "    fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "    R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "    y0 = fit[1]\n",
    "    HDvGOP2[h] = y0 + meanGOPvote*R\n",
    "    #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "    fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "    fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "    Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "    y0 = fit[1]\n",
    "    HDfracGOPseats2[h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "472768f1-7a34-45c3-86cc-bfc862a6eb20",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is a scatter plot of no-muni-split Home District lean vs. unconstrained lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And a similar plot, but for expected seats ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Here is a scatter plot of no-muni-split Home District lean vs. unconstrained lean\")\n",
    "plt.scatter(HDvGOP, HDvGOP2)\n",
    "plt.show()\n",
    "print(\"And a similar plot, but for expected seats ...\")\n",
    "plt.scatter(HDfracGOPseats, HDfracGOPseats2)\n",
    "plt.xlabel(\"expected GOP seat fraction, all splits allowed\")\n",
    "plt.ylabel(\"expected GOP seat frac, Article XI muni no-split\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "26488b48-217e-4b36-957f-37979c2d027a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This block is for Figure B - the location of centers of blue-to-purple HDs\n",
      "Modified the below (from HDpatch) to focus on legislative districts.  Builds on an above block\n",
      "below based on OH99origHDvt_dLeans.csv\n",
      "here are the centers of Dem-leaning and purple Home Districts for a map with 99 districts\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "out of 11799448 OH 0.376 fraction, total pop= 4440318.0 people center Dem-leaning legislative Home Districts\n"
     ]
    }
   ],
   "source": [
    "#TARGET PLOT HERE = FIGURE B\n",
    "print(\"This block is for Figure B - the location of centers of blue-to-purple HDs\")\n",
    "print(\"Modified the below (from HDpatch) to focus on legislative districts.  Builds on an above block\")\n",
    "print(\"below based on OH99origHDvt_dLeans.csv\")  #CONFIRM IN ABOVE BLOCKS THAT THIS IS TRUE ***\n",
    "#print(\"I will now read in an HD file with tract lists to compute the lean of each HD\")\n",
    "nDistricts = 99  #CONGRESSIONAL  #99  LEGISLATIVE\n",
    "#infilename = \"OH99origHDv_dLeans.csv\"\n",
    "#HDdf = pd.read_csv(\"state_HD_output/\"+infilename)\n",
    "#origHDsnapPop = HDdf['tractPop']\n",
    "#HDcountyNo = HDdf['countyNo']\n",
    "#nHDs = len(HDcountyNo)\n",
    "#HDno = HDdf['tractNo']  #these are vtd no's in legislative files\n",
    "#HDCPx = HDdf['centroid x']\n",
    "#HDCPy = HDdf['centroid y']\n",
    "HDtractPop = HDplanTractPop  #HDdf['HDtractPop']\n",
    "#HDCP = [Point(0,0)]*nHDs\n",
    "#for h in range(nHDs):\n",
    "#    HDCP[h] = Point(HDCPx[h], HDCPy[h])  #Home District centerpoints\n",
    "#HDweight = [HDtractPop[h]*nDistricts/statePop for h in range(nHDs)]  #this HD pop / a districtPop\n",
    "\n",
    "origHDtractListString = HDplanDF['HDtractList'] # HDdf['HDtractList']\n",
    "nHDs = len(origHDtractListString)\n",
    "origHDtractList = [list()]*nHDs\n",
    "for HD in range(nHDs):\n",
    "    if origHDtractListString[HD] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        origHDtractList[HD] = ast.literal_eval(origHDtractListString[HD])\n",
    "origHDpctGOP = [0.5]*nHDs\n",
    "origHD_Trump = [0.]*nHDs\n",
    "origHD_Biden = [0.]*nHDs\n",
    "for HD in range(nHDs):\n",
    "    #for t in origHDtractList[HD]:\n",
    "    #    origHD_Trump[HD] += vtdTrump[t]\n",
    "    #    origHD_Biden[HD] += vtdBiden[t]\n",
    "    #if origHD_Biden[HD] > 0:\n",
    "    #    origHDpctGOP[HD] = origHD_Trump[HD] / (origHD_Trump[HD] + origHD_Biden[HD])\n",
    "    origHDpctGOP[HD] = HDvGOP[HD]  #shortcut; use the decade-average result \n",
    "print(\"here are the centers of Dem-leaning and purple Home Districts for a map with\",nDistricts,\"districts\")\n",
    "DemHDpop = 0.\n",
    "for HD in range(nHDs):\n",
    "    lean = origHDpctGOP[HD]\n",
    "    if lean < meanGOPvote:  #this will plot some light reds\n",
    "        #nOutliers[c] +=1\n",
    "        fillplotLean(tractGeom[HD], lean)\n",
    "        #plotPoly(HDCP[HD].buffer(0.01))\n",
    "        #plotPoly(tractGeom[HD])   #this works if we use vtd's (needs correction for Census-tract-based Congressional HDs)        \n",
    "        if lean < 0.5:\n",
    "            DemHDpop += HDtractPop[HD]\n",
    "\n",
    "polly1 = Polygon([(-81.2,39.2),(-81,39.2),(-81,39.3),(-81.2,39.3)])\n",
    "polly2 = Polygon([(-81.2,39.0),(-81,39.0),(-81,39.1),(-81.2,39.1)])\n",
    "polly3 = Polygon([(-81.2,38.8),(-81,38.8),(-81,38.9),(-81.2,38.9)])\n",
    "polly4 = Polygon([(-81.2,38.6),(-81,38.6),(-81,38.7),(-81.2,38.7)])\n",
    "Pollies = [polly1, polly2, polly3, polly4]\n",
    "leans = [ 0.42, 0.46, 0.50, 0.54]\n",
    "for p,P in enumerate(Pollies):\n",
    "    lean = leans[p]\n",
    "    if lean < 0.6:  #this will plot some light reds\n",
    "        fillplotLean(P, lean)\n",
    "        plotCenter(\"   \"+str(lean),P)\n",
    "        \n",
    "for c in range(nCounties):\n",
    "    plotPoly(countyGeom[c])\n",
    "#plotPoly(countyMAP)\n",
    "plt.show()\n",
    "statePop = np.sum(tractPop)\n",
    "print(\"out of\",statePop,STATE,r3(DemHDpop/statePop),\"fraction, total pop=\",DemHDpop,\n",
    "      \"people center Dem-leaning legislative Home Districts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "2a75c326-883a-4649-bfb8-11327e6e8336",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here we assign each county to a region consistent with Figure B. \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the total pop of all 8 regions is 11799448.0 vs statePop = 11799448\n",
      "we assigned a total of 88 counties\n",
      "NW 9.96 region pop, number of legislative districts\n",
      "W 16.18 region pop, number of legislative districts\n",
      "H 6.97 region pop, number of legislative districts\n",
      "S 4.8 region pop, number of legislative districts\n",
      "C 18.49 region pop, number of legislative districts\n",
      "SE 4.81 region pop, number of legislative districts\n",
      "N 5.24 region pop, number of legislative districts\n",
      "NE 32.55 region pop, number of legislative districts\n"
     ]
    }
   ],
   "source": [
    "print(\"Here we assign each county to a region consistent with Figure B. \")\n",
    "NWlist = [85,25,47,61,71,19,34,86,62,80,1,68, 31,73,87,16]\n",
    "Wlist = [53,18,67,8,5,74,54,56,82,28,11,10,45,32]\n",
    "Hlist = [30]\n",
    "Slist = [12,13,7,0,72,65,70,23, 35]  \n",
    "Clist = [50,58,79,20,48,24,41,44,22,64] \n",
    "SElist = [29,6,59,55,60,57,63,4,83,36,81,39,26,43,52]\n",
    "Nlist = [21,38,46,69,2]\n",
    "NElist = [3,77,49,14,40,33,9,75,66,27,42,17,76,51,84, 37,15, 78]\n",
    "splitList = [] #[13]\n",
    "regionList = [NWlist, Wlist, Hlist, Slist, Clist, SElist, Nlist, NElist]\n",
    "regionName = [\"NW\",\"W\",\"H\",\"S\",\"C\",\"SE\",\"N\",\"NE\"]\n",
    "nRegions = len(regionList)\n",
    "regionPop = [0 for r in regionName]\n",
    "nAssigned = [0]*nCounties\n",
    "for i,L in enumerate(regionList):\n",
    "    for c in L:\n",
    "        regionPop[i] += countyPop[c]\n",
    "        nAssigned[c] +=1\n",
    "        if c in splitList:\n",
    "            regionPop[i] -= 0.5 * countyPop[c]\n",
    "            nAssigned[c] -= 0.5\n",
    "        plotPoly(countyGeom[c])\n",
    "        plotCenter(regionName[i], countyGeom[c])\n",
    "plt.show()\n",
    "print(\"the total pop of all\",nRegions,\"regions is\",np.sum(regionPop),\"vs statePop =\",statePop)\n",
    "\n",
    "print(\"we assigned a total of\",np.sum(nAssigned),\"counties\")\n",
    "for c in range(nCounties):\n",
    "    if nAssigned[c] != 1:\n",
    "        print(c,nAssigned[c],\"county, number of assignments\")\n",
    "for n in range(nRegions):\n",
    "    print(regionName[n],round(regionPop[n]*99. / statePop, 2), \"region pop, number of legislative districts\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a473f682-3b67-4c01-a152-fd8b3e8879b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "polly1 = Polygon([(0,0),(1,0),(1,1),(0,1)])\n",
    "polly2 = Polygon([(2,0),(3,0),(3,1),(2,1)])\n",
    "polly3 = Polygon([(2,2),(3,2),(3,4),(2,4)])\n",
    "Pollies = [polly1, polly2, polly3]\n",
    "leans = [ 0.41, 0.49, 0.57]\n",
    "for p,P in enumerate(Pollies):\n",
    "    lean = leans[p]\n",
    "    if lean < 0.6:  #this will plot some light reds\n",
    "        #nOutliers[c] +=1\n",
    "        fillplot(P, lean)\n",
    "        plotCenter(lean,P)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "890d1da9-b82e-4006-b436-3c8138f9e779",
   "metadata": {},
   "outputs": [],
   "source": [
    "# idea here -- degree of clustering can be related to correlated of vtd-expected lean to its HD district lean and its precinct lean\n",
    "#  Even fancier, we can compute the R^2 of vtd-expected to its Home district lean, plot this vs. district size ...\n",
    "#   could even cross-plot this vs. responsiveness to show the inverse correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "fe67d20c-4388-477f-b8b0-1af62f294c62",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ****** CHECK FOR BELOW THAT I HAVE SEPARATE HD15WEIGHTS VS HDweights\n",
    "\n",
    "CensusTractFile = gpd.read_file(\"state_map_files/oh_pl2020_t.dbf\")  # ***USING VTDs***\n",
    "CensusGeom = CensusTractFile['geometry']  #for Congressional, we need these shapes for some plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c50574d3-2b24-43d1-9f93-d541a8d79ed0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1490 190474.0\n"
     ]
    }
   ],
   "source": [
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 150000 and muniPop[m] < 195000:\n",
    "        print(m,muniPop[m])  #finding Akron's muni no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1bfdf495-97b7-43b9-932a-c0de2ba327c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FIG D: prep for the below block; create HDtractLists for three different CONGRESSIONAL HD plans\n",
      "building the HDTL lists for plan 0\n",
      "building the HDTL lists for plan 1\n",
      "building the HDTL lists for plan 2\n"
     ]
    }
   ],
   "source": [
    "print(\"FIG D: prep for the below block; create HDtractLists for three different CONGRESSIONAL HD plans\")  \n",
    "Aname = \"31DecOH15origHDvt_dLeans.csv\"\n",
    "AplanDF = pd.read_csv(\"enacted_analysis/\"+Aname)   #don't need the election results for this plot, but will later\n",
    "Bname = \"10JanOH15allmuniColum_dLeans.csv\"   #\"10JanOH15allmuniColum_dLeans.csv\"  #\"10JanOH15_5bigCityVTD_dLeans.csv\"\n",
    "BplanDF = pd.read_csv(\"enacted_analysis/\"+Bname)\n",
    "Cname = \"31DecOH15county26_dLeans.csv\" #\"01JanOH15CinClevtd11D_dLeans.csv\"  #, etc\n",
    "#MAY WANT TO REPLACE THIS WITH no-muni, no-county-split when I have run that      \n",
    "CplanDF = pd.read_csv(\"enacted_analysis/\"+Cname)\n",
    "nHD15s = len(AplanDF['HDtractList'])       #nHD15's = 3168 (for 15-district map, we used Census tracts)\n",
    "HDCP15x = AplanDF['centroid x']\n",
    "HDCP15y = AplanDF['centroid y']\n",
    "HD15tractPop = AplanDF['tractPop']  #HDtractPop  #tractPop\n",
    "HDCP15 = [Point(HDCP15x[i], HDCP15y[i]) for i in range(nHD15s) ]   # we will reserve \"HDCP\" for the vtd-based HD centers\n",
    "planDFs = [AplanDF, BplanDF, CplanDF]\n",
    "A_HDTL = [list() for h in range(nHD15s) ]\n",
    "B_HDTL = [list() for h in range(nHD15s) ]\n",
    "C_HDTL = [list() for h in range(nHD15s) ]\n",
    "for h in range(nHD15s):\n",
    "    A_HDTL[h] = list()\n",
    "    B_HDTL[h] = list()\n",
    "    C_HDTL[h] = list()\n",
    "HDTL_lists = [A_HDTL, B_HDTL, C_HDTL]\n",
    "activeHD15s = list()\n",
    "for i, plan in enumerate(planDFs):\n",
    "    HDplanTractListString = plan['HDtractList']\n",
    "    print(\"building the HDTL lists for plan\",i)\n",
    "    for h in range(nHD15s):\n",
    "        if HDplanTractListString[h] != \"[]\" :  #we skip empty lists (nonpopd tracts)\n",
    "            HDTL_lists[i][h] = ast.literal_eval(HDplanTractListString[h])\n",
    "            if i == 0:  #only need to build the list of active (nonempty) HDs once\n",
    "                activeHD15s.append(h)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "367e737a-24b9-4806-b0e7-c86590d92e7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76\n"
     ]
    }
   ],
   "source": [
    "print(countyNo[muniTractList[1490][0]] ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c36c3b71-554d-49a3-bb4d-de34cf26f11c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let us visualize the shape of the Akron envelope.  Stars = HDs with non-90deg wedge angles\n",
      "let us see how many of these were based on skewed wedge angles (close to state boundary)\n",
      "with a min, maxUse of 0.1 1.01 the number of skewed, all-90 HD1 shapes near Akron were 8 296\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the list of involved counties =\n",
      "[76, 51, 14, 84, 17, 78, 77, 66, 40, 27, 75, 46, 3, 37]\n"
     ]
    }
   ],
   "source": [
    "#sidebar calculation -- can we get away with  no wedge-angle modification for a finer-scale near-Akron analysis?\n",
    "print(\"Let us visualize the shape of the Akron envelope.  Stars = HDs with non-90deg wedge angles\")\n",
    "AkronEnvelopeList = list()\n",
    "AkronUse = [0.]*nHD15s\n",
    "m = 1490  #Akron's muni no\n",
    "for h, hdtl in enumerate(A_HDTL):  #this is the original vtd-based HD shapes\n",
    "    for v in hdtl:\n",
    "        if v in muniTractList[m]:\n",
    "            AkronUse[h] += tractPop[v] / muniPop[m]\n",
    "minUse = 0.1\n",
    "maxUse = 1.01\n",
    "countyShortList = list()\n",
    "for h in range(nHD15s):\n",
    "    if AkronUse[h] > minUse and AkronUse[h] < maxUse:\n",
    "        AkronEnvelopeList.append(h)\n",
    "        plotPoly(HDCP15[h].buffer(0.02) )\n",
    "        for c in range(nCounties):\n",
    "            if countyGeom[c].contains(HDCP15[h]):\n",
    "                cc = c\n",
    "        if cc not in countyShortList:\n",
    "            countyShortList.append(cc)\n",
    "for cc in countyShortList:\n",
    "    plotPoly(countyGeom[cc])\n",
    "    plotCenter(cc,countyGeom[cc])\n",
    "#plotPoly(countyGeom[countyNo[muniTractList[m][0]]] ) #should be Summit County\n",
    "plotPoly(muniGeom[m])\n",
    "\n",
    "print(\"let us see how many of these were based on skewed wedge angles (close to state boundary)\")\n",
    "wedgeDF = pd.read_csv(\"state_HD_output/OH15HD1tol0.005nW413Mar.csv\")\n",
    "HDangle0, HDangle1, HDangle2 = wedgeDF['HDangle0'],wedgeDF['HDangle1'],wedgeDF['HDangle2']\n",
    "angleSkew = [abs(2*HDangle1[h] - HDangle2[h] - HDangle0[h]) for h in range(nHD15s)]\n",
    "nSkewed, n90deg = 0, 0   #these will track how many original HD shapes had nonequal or all-90 angles, respectively\n",
    "for h in AkronEnvelopeList:\n",
    "    if angleSkew[h] > 0.01:\n",
    "        nSkewed +=1\n",
    "        plt.text(HDCP15x[h],HDCP15y[h],\"*\")\n",
    "    else:\n",
    "        n90deg +=1\n",
    "print(\"with a min, maxUse of\",minUse,maxUse,\"the number of skewed, all-90 HD1 shapes near Akron were\",nSkewed,n90deg)\n",
    "plt.show()\n",
    "print(\"the list of involved counties =\")\n",
    "print(countyShortList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "efa3eb8b-4f5e-4913-a281-583a4f99bbc6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1 0.9\n",
      "[0, 1, 8, 9, 12, 13, 14, 15, 21, 43, 52, 54, 60, 69, 73, 74, 83, 95, 97, 99, 100, 102, 103, 121, 123, 152, 154, 246, 266, 284, 288, 298, 299, 300, 301, 446, 451, 471, 522, 531, 533, 534, 535, 541, 543, 550, 580, 622, 623, 624, 625, 626, 627, 633, 645, 679, 695, 696, 707, 709, 750, 751, 752, 764, 765, 766, 771, 790, 791, 792, 800, 818, 819, 820, 822, 827, 854, 876, 879, 1049, 1054, 1056, 1088, 1089, 1090, 1101, 1128, 1185, 1191, 1379, 1445, 1446, 1447, 1468, 1469, 1471, 1472, 1473, 1475, 1476, 1478, 1495, 1496, 1498, 1523, 1564, 1590, 1680, 1681, 1682, 1683, 1684, 1685, 1686, 1687, 1805, 1806, 1808, 1809, 1810, 1811, 1812, 1851, 1852, 1853, 1856, 1860, 1882, 1883, 1884, 1885, 1886, 1947, 1950, 1952, 2063, 2064, 2065, 2066, 2089, 2090, 2091, 2107, 2130, 2132, 2133, 2140, 2147, 2148, 2158, 2191, 2250, 2256, 2276, 2277, 2278, 2279, 2286, 2287, 2291, 2292, 2293, 2294, 2295, 2296, 2297, 2325, 2330, 2331, 2333, 2335, 2336, 2337, 2338, 2346, 2350, 2353, 2354, 2358, 2365, 2366, 2380, 2543, 2578, 2627, 2631, 2658, 2675, 2688, 2694, 2695, 2726, 2774, 2775, 2776, 2781, 2785, 2786, 2839, 2993, 2994, 2995, 2997, 3012, 3050]\n"
     ]
    }
   ],
   "source": [
    "print(minUse,maxUse)\n",
    "print(AkronEnvelopeList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "97ce6b0a-e356-405a-94bb-0d4a3ae3870f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "another Congressional prep block -- computing the mean HDvGOP for each HDtractList file at stateGOP = 0.54\n",
      "working on mean GOP vote for HD, plan = 0 anySplit\n",
      "working on mean GOP vote for HD, plan = 1000 anySplit\n",
      "working on mean GOP vote for HD, plan = 2000 anySplit\n",
      "working on mean GOP vote for HD, plan = 3000 anySplit\n",
      "working on mean GOP vote for HD, plan = 0 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 1000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 2000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 3000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 0 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 1000 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 2000 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 3000 wholeCounty\n"
     ]
    }
   ],
   "source": [
    "print(\"another Congressional prep block -- computing the mean HDvGOP for each HDtractList file at stateGOP = 0.54\")\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "planDFlist = [AplanDF, BplanDF, CplanDF]\n",
    "planName = [\"anySplit\",\"wholeMuni\",\"wholeCounty\"]  #[\"anySplit\",\"wholeMuni\",\"wholeCinCle\"]\n",
    "HD15vGOP =         [ [0.6]*nHD15s for i in range(len(planDFlist)) ]\n",
    "HD15fracGOPseats = [ [0.6]*nHD15s for i in range(len(planDFlist)) ]\n",
    "for i, planDF in enumerate(planDFlist):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "                 dLeanAud2018, dLeanPres2020]   \n",
    "\n",
    "    for h in activeHD15s:\n",
    "        if h%1000 == 0:\n",
    "            print(\"working on mean GOP vote for HD, plan =\",h,planName[i])\n",
    "        eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "        fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "        R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "        y0 = fit[1]\n",
    "        HD15vGOP[i][h] = y0 + meanGOPvote*R\n",
    "        #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "        fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "        fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "        Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "        y0 = fit[1]\n",
    "        HD15fracGOPseats[i][h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "058818b3-0b28-4ada-93e3-009da4f01a82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotPoly(countyGeom[75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2480431f-747f-4944-898e-a94430bd00ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FIG D: In this block, we will visualize the change in HD shape by adding on no-split rules\n",
      "The example we'll do is Congressional district centered southeast of Akron in Summit County.\n",
      "Home District 154 cuts through Akron for some of the HDtractLists\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now, plot original vtd-snapped on county background, then muni- and county together, per Daryl idea\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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a2WzcD+qLjIlkDIsQ0W7PHg5kZWEDUu+9V5XBt1rBYjly07Tq9x9r872u8m0g9wM5tqQE/vxTtaw8/niD/upaPtuS3cW7ubbntTSNb4rH8ODRPeiGXnVD3Vb7nKHjMY7cf/ixBoa6NQwMDAzD8O/37av8/Krlq9A36yx6exEnZ5/coL8X0chMncozI0Yw5swziZ87N+inD/TzW1pYhIh2us5SoImm0efpp82Opm4uusjUy9976r2cmBVeCw22fLQlu8t2o6GZHYqIdprGdUBspdm9ZpBBt0JEO4+Hs4FeQSzsKMznKfDAbtA0SVhE6M1GjUMzkyQsQkQ7j4fvgOUmfzsSwaUlapANFk3+XUWIaRrdAavJybF0CQkR7TwehoGsxRNl3IfcqoVFuoREAziIWjLHTJKaCxHtPB6+BlaYHYcIKi1Fg0zpEhINoxwwe4aOfOUSItrpOqcDcXYzKyiIYNNLdDgoLSyiAWgaHQCzR8FJC4sQ0c7jYQWQJ9/Eo4oRY0CctLCIhvEL4NR1U2OQhEWIaOfx0BJIkzEsUcXQDTBk0K1oAJrG1UCcycmx/KULEe08HsoAt8wSiiqG2wCHdAmJhvEmUGpyC4t85RIi2uk6xYBHEpboEgdkSJeQaACaxjhQFahNJO9gQkQ7XacNkCyF46KKp9ADedLCIhrGC0CxFI4TQoSUrrMYyJdv4lFFS9GghbSwiIYxGkiQMSxCiJDSdf4CtJRBt1HFc8gDe2TQrWgAmsYXQJnMEhJChJRh8Cmwy+Q3GxFkyUAmWDXp6hOh1x+IkRYWIURI6TqjgDYxMWZHIoLIne+GvdLCIhqAprEDcEsLixAipAyDt4FckwfMieAykg1oDlaLtLCI0AuHOtnSqS1EtNN1LgWSpIUlqujFOuRLl5BoGM2Q0vxCiFDTdX4ADsoYlqiix+qQIl1CogFYLKwEHNIlJIQIKcOgO5Aks4SiiuFSlW4lYREhp2kMBRJMDkP+0oWIdrrOHsBldhwiaAzDALe6LwmLCDlN42OgwO02NQz5yiVEtDMMdMAipfmjhoGhvu5qkrCIBqBpjAEwuVq2/KULEe10nSzAJglL1NANHQ4BBVLpVjQAi4VXgAMuc9tp5R1MiGin6ywFnPLBFjUMw4B0IENaWEQD0DRuBNJl8UMhREi53ZwPJMq05qihGzocAPZLwiIagKbxEXBQWliEECHldvM+UCItLNElA2jqbW0RIpQ0jbOAJCnNL4QIKbebu4GU+HizIxFBEmONwVJkgTwochaZHY6IdhYL64FyqcMihAgpl4vnkRaWaKJpGvHN46EZlLnKzA5HRDtNIx2wmNyaV6+EZdKkSWiaxrhx4/z7pk2bxrnnnkvTpk3RNI1ly5Yd8zyTJ0/mjDPOID09nfT0dAYPHszvv/9en9CEED5uN7cCCbGxZkcigkgr0GC/dzxLLf245UfGfTeOaz6/hnOnnEv///Xn5Mknc8r/TmHo+0NZv399CCIWEUvTiMX8Fo4612FZvHgxb7zxBj179qyyv6SkhNNOO40rr7ySW265JaBzzZkzhxEjRjBgwADi4uJ46qmnGDp0KKtXryY7O7uuIQohAFwu3gNGWyzEmR2LCBprshUc8MnqT2iZ3BJN09DQ0DQNi2bx3/fd+pS5yrj5m5uPeu77f7ifm0+62X8ei2ZR97WK+4c/53u+Q3oHmiY0DfWPLxqSppEDtHK7STQxjDolLMXFxYwcOZLJkyczYcKEKs9dd911AGzbti3g833wwQdVHk+ePJnPPvuMH3/8kVGjRtUlRCGEj9vN2UCMtLBEFbvLDuXwzzn/rPM5nh7yNM0Tm5MWl4ZFs7Byz0oe+ukhvlr/FV+t/6pO50yKSWLn33aSGpda57hEmLFY6AskmzytuU4Jy5gxYxg2bBiDBw8+ImEJhtLSUlwuF02aNKnxGIfDgcPh8D8uLCwMehxCRAWXi1VAJ1lLKKrc3f9uvl7yNS06t8DAwDAM/61u6Bh4b2sYd3B+p/O559R7quw777jz2Ji/kTX71vhfX3nzndv/+LBjth/aTrGzmN3FuyVhiSaaxgzgPJeLliaGUet3sKlTp7J06VIWL14cingAeOCBB8jOzmbw4ME1HjNp0iQee+yxkMUgRNRwu9kMWKQOS1S5uMfFnNnqTAYOHBi0c9osNt66+K06vz7tiTQKHAVSGybaaBqjIbJK8+fk5DB27FimTJlCXFxoesOfeuopPvroI6ZNm3bUazz44IMUFBT4t5ycnJDEI0TEc7kYByAtLFFl79697Ny50+wwqvAYHgCsmrkfbCLINI13gFyTC8fV6h1syZIl7N27lz59+vj3eTwe5s2bx8svv4zD4cBajwzsmWee4fHHH+eHH344YjDv4WJjY4mVPnkhjs3t5ilgvN1udiQRx9dS4NLDb63r7OxsUlPDq9vFo3sTFoskLFHFYuF6QDO5haVWCcs555zDypUrq+wbPXo0Xbt25f77769XsvL0008zYcIEZs2aRd++fet8HiHEYVwuxoO0sNSBW3cDqlBbuNm6dSv79++nX79+Zofi55tiLV1CUUbT+AAY5HLR2sQwavUOlpycTPfu3avsS0xMJCMjw78/Pz+fHTt2sGvXLgDWr1fz+bOyssjKygJg1KhRZGdnM2nSJEB1A/3jH//gww8/pF27duTl5QGQlJREUlJSPX48IQRuNxOA8ZKw1JqBGrCqEX5F99q1a+d/Tw0X0iUUpTSNoUBqtJXm//rrr+nduzfDhg0DYPjw4fTu3ZvXXnvNf8yOHTvYvXu3//Err7yC0+nkiiuuoEWLFv7tmWeeCXZ4QjQ+Lhc3AkiXUK35ZthoYVglePPmzaxdu9bsMKqQFpYopWksAwpMLs1f769cc+bMqfL4hhtu4IYbbqjVa2pTs0UIUUtuNzOBm6SFpdbCuYWlQ4cOVUo7mM035RlkDEs0agnEmVyHRdJgIaKd200PkBaWOgjnlZA3bdrEhg0bzA7Dr/ISAdIlFH3cgBHpLSxCiDDncnEIZNBtPYRjl1C7du1wmTzNtLLKCYt0CUWfQ4DT5BjkHUyIaOd2UwTSwlIH4dwllJeXh27yN97KfANuQbqEoo6m0QlIirZBt0KIMONycTxIC0sdhPOg23CrRSUtLNHtV2C/x3PM40JJ3sGEiHZuN98DJ0RYC4tbd/PJ6k/YlL8Ji2Zh8a7FrNu/DoD2ae2ZdvU0EuwJIY0hnFtYbDZbvWpfBZuvaBzIGJZodClgi6TCcUKICOSb1hxBLSwlzhIu/OhCft72c7XPbziwgcW5ixnYrnbr6OiGzsYDGwGwW+2kx6WTHp9e4/Hh3MKSn5+PLYz+TasMupUuoajzCXC62007E2MIn792IURouN38h8gpzT9lxRSu++K6KvsSNl6H/UAvbIeO59Bpf8WTvKPWScT+0v00e7rZEftf+stL3HnyndW+5lgtLIZh4PQ4ibU1fNdMdnY2MWG0oGXlMSzSJRRlNI1rwfQvPZKwCBHtIqw0//QN0/33U397luRV91R5vkBXycHfZv2Ndmnt+Negf5EUk4SmaWhopMalkhKbUuU1To+z2mQF4K6Zd5ESm8KoE0cd8ZyvheXu7+7GrbvJKchhb8leslOy6dSkE+sPrGdn4U5W3b6K1qkNW7R8/fr1JCYm0qNHjwa9bk1KnCWAWvFZuoSizxSkhUUIEWq+0vwR0sJyYuaJfLz6YwAStlx9xPPWkmzcqRtZunspS3cvZdraadWep/zhcmKsMbh0FzkFFau5p/7+JAkbRrN7eBuwlQOwo2BHtecochYB8N2m76rsP1h+kFV7V/kff7fpO27pc0stfsr669q1a1gNuj1QdgCApglNw7ILTdTPMCDB5DEs0m4nRJQznE7ugIhpYbnn1HvomalWay897oMjns/4YRoZ339B3I7zj3qe7zZ9h+VfFmInxHLcS8f597uarGD3tc39yQrAaa1Pq/YcrVJaAXBSi5N45+J3+GnUT6y8fSXfXvMt/znvP6THqfEvK/asqN0PGQRr165l69atDX7dYwnHAcqinjSNBcB+t9vUMCLjHUwIUWdul4vPgFsjJGGJtcVyXsfzWLFnBZ6EXUc8b3GmE7/9EvTYfMrbzKj2HD2a96jSAlJZ5SSoVUorpo+YzolZJ1Z77JdXf8nu4t0M6zSsSqtB9+Zqsdffc3/ng5UfkBiTGPDPFyxdunQhMbHhr1sT37iVyoNvRfToBCRLaX4hRChpbjenQUQVjmuT2gaA0o4f4U7aiqG5/QNgfRI33EjWhzkkL/1nlf2XdL2EFbevYM72Of59toJONJ3xPc2++QWAFkkt+Pn6n9l016YakxWAPi37cEHnC6rt4nDrbj5b8xkA53c6emtPKKxevTqsWljcuvr2bbNERmIsaqcAcJq8VIX8ZQkR5TwuF7lAtzBrYTEMAwO1YJ5Vs1ZJCq7teS2v/vEqq/etJm94B//+mD2ngqZjO9SF9PlvocflU9bhkyrn/XLdl2iPVU0w3Kkb2X/+EGz53QDYXbybNfvWMKjdoDrHv3T3UhwetfhgVlLWET9bqMdxdOnShdTU1JBeozZcHrVMgN0aOYmxCJCm4QI8JldWlhYWIaKcx+VS30xMbGExDIMNBzawu2g3ADM3ziR5UjLWf1mx/9uO5V8W7v/+fv/xqXGpzLp21hHncWYuxNl8EaWd36Os/WfsP/c83GnrAo7D3WS1//6dM+6kyFFU558pOznbf7////qz7dA2AH7c8iPNn2lO6+dbc8+se1i6e2mdr3E027dvZ+/evSE5d124dG/CYpGEJerExNASSDB57SpJWISIcla3myxokEG3pa5SnJ6KJdL2luxlYc5C/v793+nychdaPtcS7TGN8z88nxJXSZXXPrXgKfYU7/E/zk7J5mjyzx6OnqgSoBfOfaHG4z6/6nN/F1NlBkaV2iG1lZ2SzWXHXwbAofJD9Hi1B5d/cjmD3x/M/tL97CzcyfO/Pc95U86r8zWOJjU1NaxaWHz/7tLCEoViY9kA7CovP+ahoRRebcRCiKArdjpZTehL83+86mOGfz7c/7hTk05szN941NdYyjPImP0N+y4aAEDWs1m0SGqBRbOgaRpWzXrMpGJA6wHc2udWxs0aV+3z3236rsZpy/Ut7f/0kKdJjklm+Z7lLMtbVu0U64PlB+t1jZo4nU7cJs/aqMzfJSQtLNEnNpbTAZu0sAghQilV1xkMIW9h8Y3n8DlWsgKgxx1Aj88jce2t/n27i3eTW5TLzsKdKlnx2Mn6MIfs/1Xff373yXcfdaDn5KWTq91/U++biLHWr1Jsh/QOvHPJOyy5dQkvnveif39aXBrfjfzuKK+sP4fDQUlJybEPbCC+LqH6/k5FGLJY+BlYLYNuhRChlOdw8D0wOsQJy6gTR5Eam8olH18CgOZKwLCVgabe5Pq17Ee7tHbM2jyLQkeh/3Wu9FWk//o6qYufxJ20zXu8AZoOGFhLWmMtU4NaUxe+QMGp46pcd/jnw+mY3vGY8fXP7k+cLY7/XfQ/ip3F/lovwWDRLNzV/y5G9hxJmauM7JRsdhWpKdlGiN7kW7duHVZdQjLoNroNA5BpzUKIUGpltTIaGuTN5uKuF/P9dd8DoLkTsBV0AeCjyz/i91t+55MrP+GiLhdVeU1hr4m4k7dgcaYRk9+LmAO9iTlwEjH7+xKzv58/WQFIXj2W7P/pxG2veo7NBzcfM7ZFuYuYu30uU1dNpVdWr5Csd9Mkvol/7M2GAxuCfv7Ktm7dyvr160N6jdqQQbfRbTrwp8mzhKSFRYgot8PpZA4wqoG+HZ3R5gzibfGUxe9Hj98PVIwVcetupqyYUvUFNgf7LjiTFh/tDOj8GhpNv/+KQyffR3HPp6s8l7RqLMXd/3PU1//j539w32n3hbTrIq84j7PePQsI3crFXbt2xR5GtXV8g25/2/kbbV9oi4bmH4t0tPua5n18lPtWixWrZsVqsfrXKjrafYtmwYJF3Xo33/l8W6I9kdv73e6vZiyO7mzAavKSC5KwCBHlWmoaV0KDNefG2mJ586I3+XTNpxQ7i2ma0JRz2p8DVBQXO5wnfk+1+48mZfkD6PF5OJsuIWHzcJKXPYyGhdjdA3GlrwI04rddSknnt3E2X4Qz6xf/a4udxTSJb1Knny8QlQf5PjbosZBcY8OGDdhsNrp37x6S89dWpyad0NBweBw1DnIONyWuEl447wWzw4gIvwGZhkE3E2OQhEWIKLfL5WIxcHkD9j+P6DGCET1GHLG/xg8yo/axWRxNaDL3vSP2x2+/lPjtl/ofp/3+jLoEBrk3q+vUlDgFi8OtBiB3atKJB05/ICTX6NKlC1aTF6OrrH+r/mwft509JXswDFUQ0MAIyn3d0HHrbjyGB4/uOep93/G+c1R+7NvmbZ/H/B3zKXOVmf1rixhdgHhpYRFChFIT4GQwfcCcR/fQ89UaBroaoX8j1NBAt4LFE/qExTtjKtYWutWUV69eTXJyMj169AjZNWqrdWprWqe2NjuMY3p0zqPM3zE/ZN110WgvkG4YhK5d8tgkYREiyhV7PGwDWpuQsJS7y8krzqNdWjucHucRU58rNNA3N90GFg+T5k8iNa5ihk2vrF5cccIVbDu0jUPlh+iZ2bNeg3J9LSyx1tAlLN26dQt5+f9oJese1Z4dGcMihAgxq2GQDA3ewmIYBj1f7cnG/I3c2OtGbux9Y5XnB3cYzA9bfgCg6ezpDRKTxZWKbtvLy4tfPupx3Zp1Y/o102mX1q5O1/ElZnG2uDq9PhDr1q2jadOmITt/NPPoqhihVZMWloB430PiTQ5DEhYhopxN19UbTQMnLC7d5S8e99ayt3hr2VtVnvclKwCxuwc2SExN5rxPeetvq+wr7l5R8A3dAprB6n2ruXPGnVx5wpVYNAvXnXjdUc+7s3Anh8oP+Wep7CxUM55C2SXUqlUrYmKkSFtdSAtL7W0HmgNmpsjyryVElCvweNgFdDGhhcXHUtYUzZUMmoFhcWAr7ISzxTwAkpffj2Y0zFtRXO5Q4nKHVtmXuug5PEnbQI/B4kjH0WIuB869gG83fsu3G1VyM2fbHFLjUrFb7Nit9iq3P237ie82VV/VNpRdQgcOHCArK+vYB4oj+JZ7kDEsgTsRiJEuISFEKGWCKV1ClWV9shmLK6XKPnfKJsrafknCpqO3XoSaZlixFVVUyo3dPYiYvf1xNl/k33d461BNmsQ3weVx4dbdWDQLl3S9JNjh+mmaRlmZzHKpC2lhqb35QCvDoJeJMci/lhBRbovbzXrgsgZOWCp/ezWs5XBYwmIrPI7klfc2aEyBsLgTaf71bxjWchxZ83E2X4BhcWFYXFDDbXpyDD8+9iBdm3ZtsDhTU1PJzMxssOtFE1/CImNYAncBmD7TUBIWIaJcN01TxZ4a+M3GZrGRnZxNblEu+QOvJ/3X17AVt23QGOpD88QRlzuEuNwhxzy2Tx/o2sCd+9u3b8fpdNK1a8MlSdHCN+hWWlgCNx1opeumtrDIWkJCRLkVLhdfgSnfjv57/n+xWWw4Wn/H3otOwcDctUhCxYwK+Z06daJ9+/YNf+EoIF1CtTcU6G7yGJZ6vYNNmjQJTdMYN26cf9+0adM499xzadq0KZqmsWzZsmOeZ/Xq1Vx++eW0a9cOTdN44YUX6hOWEKKS7oZhWnPuxV0v5qdRPwGgJ+SpLhTN1eBxhFqIF8Ku1qpVq9ixIzJK4IcbGXRbez8Da0O08nig6vwOtnjxYt544w169qxaubKkpITTTjuNJ554IuBzlZaW0qFDB5544gkZ9S5EkK30eJgNpvU/V65lsvualuTeFMOhfvfjStloSjyhYEbC0q1bN9q1a9fwF44C0sJSe72ANpE4S6i4uJiRI0cyefJkJkyYUOW5665TI/63bdsW8Pn69etHv379AHjggdCsuyFEY9XeMMgG0xKWlNiKwbZ6XD4AxSc+Rcnxr9Fi6jYsznRT4gomM7qEli9fjtvtpkOHDg1/8Qjnb2GRQbeBMQy2A00Ng9RjHhw6dXoHGzNmDMOGDWPw4MHBjidgDoeDwsLCKpsQ4kh5us4WMC1hSY1L5ZXzX+Hantfyf6f+H1d3uxoAI6YQV+p6U2IKtsTEhr9m9+7dad06/NftCUfSwlJ7yUB8pM0Smjp1KkuXLmXx4sWhiCdgkyZN4rHHQrNsuxDRJFHXsYKpUxJv73c7t/e73f94Ue4ith3aRnGPZykvPI7ENWOwlbYyLb76igtdBf4arVy5kpiYGBl4Wwf+0vwyhiVgNsyfpVOr6+fk5DB27FimTJlCnBn/Qyt58MEHKSgo8G85OTmmxiNEWDIMDMAA02soVJYaqxqWyzp8RlGvJyju+bTJEdWPGW+H7du3p3nz5g1/4SggLSy1txcoMnnQba3+tZYsWcLevXvp06ePf5/H42HevHm8/PLLOBwOrNaGyVhjY2OJjQ1d2WshooJhUASUQ1glLO9c8g6v//E6ry15DQBXkxUmR1Q/GzbAu+9CbCzExFRs7dpB586huWZeXh5t20ZOXZtwIoXjaq8rEBtJg27POeccVq5cWWXf6NGj6dq1K/fff3+DJStCiADpOi0AD4RVwtIrqxd9W/aFJeqxo+UcU+OprwUL1Ha4UaNg4sTQXVfec+vGN+hWWlgCtxBobRicaGIMtfrXSk5Opnv37lX2JSYmkpGR4d+fn5/Pjh072LVrFwDr16tBdVlZWf4py6NGjSI7O5tJkyYB4HQ6WbNmjf9+bm4uy5YtIykpieOOO64eP54QjZyusw5wAmeGUcICcFGXi+AbdT9u26XmBhNkffvCY49BdnborpGamkpCQkLoLhDF/C0sMoYlYMMAIrlwXHW+/vprevfuzbBhwwAYPnw4vXv35rXXXvMfs2PHDnbv3u1/vGvXLnr37k3v3r3ZvXs3zzzzDL179+bmm28OdnhCNC66Tj9gAIRVCwtAs8RmPDf0OQA0t7lj4oLtlVegZ0/IyAjdNbZt20ZxcXHoLhDFpDR/7U0HVkTSGJbqzJkzp8rjG264gRtuuKFWr2nXrl2VpeiFEEGi6/yKGnQ7MMwSFgCXrqrearoJhUxC6Iwz1HgWi0UVlbPbwWpV92Ni1GPf/rvvhrPOqv01TjjhBDJCmRFFMRnDUku+atmRNIZFCBFhdJ0zfffDcLyDy+Mt029EV8LicKgtEEVFdbvG4sWL6dChg8wUqgMZw1J704E2kTSGRQgRYXSdOaj/6KeHcwuLJ8bkSMwTH1+31/Xr109aWOpIxrDU3gAgzuT3kPB7BxNCBI+ucxJqHZBwG8MC4PQ4gejrEqqNuo6bXbhwoYxhqSMZw1J764Ddkbr4oRAiAnhnCZlZmv9o/F1CjThhqU8LS2qqmSu7RC4Zw1J7mUBKtM0SEkKEEV0nC2gO4ZmwROmg29qoa8Ly66+/UlZWFtxgGgnpEqo9J+CJ9FlCQogwpuuU4i3Nb/K3o+pIC0vdy/r37t2bRDNWXYwCvkQ5xtp4x07VVjFgdtWf8PvKJYQIHo+HcsAdhskKVG5haZwfHFlZsG0bbNmiZgtt3x74azdu3IjL5QpZbNHMlyjbLY03Ua6tNkATmdYshAgZXScTiA3D7iCoSFgaYwvL4sXw669www2g6/DII/DVV3DCCTB6NHTtevTXp6WlScJSR76/u8s+uYx4WzwWzYLVYlW3mrXKY5vFht1iV7dWdVt5n81iw6JZ0DQNDU3dR/M/rrL/sH2aduTxTROacufJd5Icm2zyb6mqP1HTmruZGIMkLEJEM11nDZCpaTQxO5ZqNOZZQqmpsGiRSlZAlfIHWLYMiothwgRVXM7jUSV0kqv5/EpKSmqweKNJl4wu7Craxa6iXWaHUq2mCU25pc8tZodRwTA4B7BIC4sQImR0ndMASxgWjYOKpvnGmLD06wcFBdU/t3s3/Oc/sHw5/PGHam35/vuqx2zfvh2bTd7C62LmyJms2rsKj+HBo3vwGB50Q8eje28r7ffoHly6C7fuxuVRt27dXWWfbugYGBiGgYGhHnvvV749/LjD903fOJ01+9ZQ5KxjNcFQcTqZDnS12TjBxDDkr12IaKbrfA+00TRTK1TWpDF3CdWUrABccw30768Sl48+Ui0th+vdu7ckLHUUa4ulT8s+ZodxhF3Fu1izb43ZYRzJ4eAyqHvRoCCRv3YhopmucyFU/4kXBipaWBrnoNvqJCfDiSdC69ZqO/nk6o+bP38+l112mSQtIvQcDj4ABlgstDcxjPAciSeECA5d50tgVZguLtqYW1iqc+21sGABtG177GPPOuss7Hb5vUWjsFsMWNc5H2gZY+4XC0lYhIhmus5goHOYfgtvzGNYqnP66ZCWplZ0PpY5c+aE3webiE4xMSwE9pWXmxqGJCxCRDNd51dgh9lx1MA3S0haWGDcODjjjMCPHzhwIFqY1tcRUSYmhi5AotttahiSsAgRzXSdLkCzcJ0lJKX5/dq1g5SUwI//8ccfJWGJMhph+u9pt1MIlJtc90cSFiGima6zDygN0w82GXRbIZBxK5WddtppkrBEKYMw6+rz9lE6nU5TwwjPjm0hRHB4q5JZw7zS7a032zkhDv7xD4iW4q3Dhqmqte+9B6ecosanALjdarrywoVqanNSkvqZu3Sp3fmXL18e/KCFqI7dTjMgweQuIUlYhIhmuk4TIDZMuoRKnCUsyFlAYkwi6XHp7CzcCcC5g+2c2RbOP18VSrvxRpMDDYL4eLj7brXVxDDqviZl06ZN6/ZCIWorNpYdQKzLRRNf6WUTSMIiRDTTddYBJwKpZscC3PLNLXy06qMj9vsWoUtPh+xs6NgRNm9u6OgaXn16dMxunhehE3azv9LT6QVYAQ4cgObNTQkjPNuJhRDBoeucDjQPk3odWw9t9d9Pj0tHQ6NZQjM6Z3T27z/hBGjZ0ozogis2NrTnLy4uDu0FhGnCbmySzcb2pCSmAxw8aF4Ypl1ZCBF6Hg9fA2foOu1MuPzrf7zOu8vfJc4WR4I9gd92/gbA9BHTGdZ5GLqhxthYtKrfnRyOBg816EKdsHTv3j20FxANLuwG21ZyvN3O8aD6MU0iCYsQ0czj4TpQAypCqMRZwo6CHVUWdgN4bO5j7C7efcTxdqtq8Tk8UfFp6N6O9u2hTx+1gnJSkpoUoWnw8stQWlq3c8bFBTfGw/36669cf/31ob2IaFC+rqBwnN68VtdZDVwhCYsQIiTcbt4CzjMMQtXLUuYqo+OLHdlTsqfGY54e8jSzNs9i5Z6VtE5tTf/s/kc953vvwZNPwgcf1C6WlBTo0QPWrVMzbwoLA3vdTTfB4Z/9Bw7AK6/U7vqVhbqF5eyzzw7tBUSD8yX6YdclBHS0WmkD0sIihAgRt5sRQGwIv+7vLt7tT1Yy4jPQNA0NzX/bM7Mn404Zx70D7g34nOnp8Nhjatrv9OnVH9OkiUpOQHUhxcTAkCGwc6d6T332WbVv3DhV7r5LFzXLW9OguBhWrlTr9iQmwmuvwYAB0KFDxQSI/PxjT7G2WPwzx48Q6mVX5s6dy/Dhw0N7EdGgwrmFJccw2AD8RRIWIURIuN18AlygaWSE6BLXf6maJtLi0th/3/6gnbe8vPpkJTZWJSj/938walTV5z79FF5/Hfr1gxYtVPLx4YcV04f/9jfo2lUlMTk5KkkpKVHdPsOHw88/V1SbXbz46GNpOnRQPW2rV1f/fKiXbzrrrLNCewHR4MK5haWZxaISBklYhBAh4XZzBpAcxK/7+WX5rNu/jrtm3sW2Q9vIL8sH1KyfYCouVvVYHA7VNXTyybB8Odx+u2pJ6dbtyNdcdhlccIFKVCqXivC9///4I+zdC5mZ8OqrFc83bQpLllQ916WXqq4lt1u9R9tsqjXFt7Vpo1pgunVTjw0D9uxRMz49HpUYhdKPP/7IVVddFdqLiAYVzi0sJUAe0FYSFiFESLjdrAUyrVaCkbLcPv12XlvyWrXPrR2zNghXqJCdrbqFDAPGjlXjUex2mDIFmjWrvnaV1Vrz+OJ33lHnWLRIJSclJRXPHTgAgwer+2ecAY88os7zr38F9UcKqjNqs1KiiAjh3MJiDYMWFqnDIkQ0c7tJBuxBqsPy87afqzzOTMzk5t43s/qO1cTaQjPKVNNU906XLqob5p//VI9ra/du1fLhcFRNVkC1kKxfr7a8vODEHWqLFy82OwQRZOHcwhKjaar4pLSwCCFCwu0mAdCCNKDCrau1RH6+/mcGtB5AjDVyFi0MdKp0qMeeBEu7du3MDkEEWTi3sBQaBpuA4yRhEUKEhNutSvMH6VPYt1hhoj0xopIVUAN0hw5VY1Kuuab6YwYOhHvuadi46io/P9/sEESQhXMLS6bVSgpEbpfQpEmT0DSNcePG+fdNmzaNc889l6ZNm6JpGsuWLQvoXJ9//jknnHACsbGxnHDCCXzxxRf1CU0IAeB2cxZgC8Kg2193/MrBMlWW21f4LZK0bw+nngonnVT98//6F1x5pTouEriiZVlr4RfOLSw7dZ0ZEJkJy+LFi3njjTfo2bNnlf0lJSWcdtppPPHEEwGfa+HChVx99dVcd911LF++nOuuu46rrrqKRYsW1TU8IQSA283bUOd+DqfHycerPibjqQxOf/t0ipxFJNoTaZXSqtrjD5Uf4slfnuTqz67m0o8vRXtMQ3tMI684fAaG1PQ5P3w4XHxxw8ZSH+0jJbMSAQvnFpaOdjvXQOSNYSkuLmbkyJFMnjyZCRMmVHnuuuuuA2Dbtm0Bn++FF15gyJAhPPjggwA8+OCDzJ07lxdeeIGPPjpyZVchRIDcbh4GtDoMutUNndgJVQfS9szsydXdrua95e/hcDv4ceuPnN7mdOwWOzaLjQd+fKDac3257kv+2vevdfkJgi4+Hv77XzVb6L33Kvb/9a9wxx3Q/+hFeMNGoK3XInKEcwvLFo+HhcDISEtYxowZw7Bhwxg8ePARCUtdLFy4kL/97W9V9p177rm88MILNb7G4XDgqFTVqTDQGtxCNCZuNxOB8XVoYfHoHv/9RHsif9z6B8vyljHi8xFVjvtx649HvPbKE66kR/Me/HPOPwE4o034TMGNjYWLLoK1h83CXroUkpPNiakuzjzzTLNDEEEWzi0sbW02siGyWlimTp3K0qVLgzqlLi8vj8zMzCr7MjMzyTvK/MJJkybx2GOPBS0GIaKS280DUKcuId8AW4ANd22gZXJL5m2f5993fNPjaZXSim2HtjGw7UDchhuXx0W7tHb866x/kVec509YTmh2Qn1/kqDr1Quuu07NHnK7ISMDTgi/MGs0b948RowYcewDRcQI5xaWnbrO78CVJsZQq3exnJwcxo4dy+zZs4kL8tokh/8DGYZx1H+0Bx98kHsqDecvLCykdevWQY1JiIjndvM08GAdEpbKyYnLo5KX5onNAbBb7Cy6eRHJsTU3SRwqP+S/P2HeBP4x8B+1jiGUzj1XbZFq0KBBZocggiycW1iaWSycCpEz6HbJkiXs3buXPn36YLPZsNlszJ07lxdffBGbzYbH4zn2SaqRlZV1RGvK3r17j2h1qSw2NpaUlJQqWyht2LABl8vFzp07KSkpIT8/n4KCAkpLSzl48CBut5uCggJADTw2DAOn04lhGP4/QiEanHfxw7q0sNgsFa/p/HJn9pbsxaqp8rIu3cWBsgNHfX2H9A50b94dgH/O+SezNs2qdQyiZnPmzDE7BBFk4dzCUgRsNDmGWr2LnXPOOaxcubLKvtGjR9O1a1fuv/9+rNXVyg7Aqaeeyvfff19lHMvs2bMZMGBAnc4XTKWlpcyYMQOPx0NWVhZLly7lhBNOIC8vD8MwaNasGcuWLePcc8/l/fff5+677+b111/ntttu4+2332bIkCGsXLmStLQ0kpKSWLt2LUOGDOGdd95h/PjxTJgwgQceeIBnnnmG4cOH88svv9C2bVt0XWfXrl2cfPLJfP7554wdO5ann37a/5obb7yRmTNn0rNnTw4dOkRZWRmdO3dm/vz5jBgxgnfeeYc777yT1157jREjRjBr1ixOOukk8vLysNvtZGRksHHjRgYMGMD333/PFVdcwbRp0xg2bBg///wzvXr1YufOnSQlJRETE8O+ffvo0qULf/zxB4MHD+ann35i0KBB/Prrr/To0YOcnBzS09PRdZ3S0lKysrLYsmULPXv2ZMWKFZx00kksX76czp07k5ubS5MmTfwJXVJSEvn5+WRnZ5Obm0vbtm3Jzc0lMzOTgwcPkpycjMvlwmKxYLPZcLlcxMfHU15eTmJiIg6Hg5iYGDwej/9vMBz/w5cXH2LRP27EyNuN1jIbdB1D10H3VF2kprrNMCo9NjAsGkvPOYE97ZoCVEmKfW96hmFwztpFHADifvyKjRf39j5fwTjKr8li6Dy/Rx3zRVcn474bx/wd8/3Pv/DbC2w5uIX2ae3RDR2P4UE39CpbnxZ9WLV3FQDnfXAee+/dS7PEZsH5hTZydRrDYhjw3HNqUSaLRZURrrxB1ceVjwnG/WCfrzbX0fWK6oGGUWUrchSxdPdSPG4XYICBv41DMww0Q71GA3W/Moulyu/N0DT14iq/V+/ZLBWPDU1Ds2hVjjth00riD0H7uCWwJa36f5NANzjyPcT3PlHdv311v89KW4zTSZrvd2cSzajn1/9BgwbRq1cv/wDZ/Px8duzYwa5duxg2bBhTp06lS5cuZGVlkZWVBcCoUaPIzs5m0qRJACxYsIAzzzyTiRMncvHFF/PVV18xfvx4fvnlF/oHOGS/sLCQ1NRUCgoKgtra4na7ycvLo1Wr6qdxms3XguPxeLBYLDgcDuLi4igsLCQtLY39+/eTlpbGwYMHSUhIwOFwoOs6sbGx5Ofnk5WVxdatW+natSurV6+mS5cubNiwgezsbPLz87Hb7djtdvLz82ndujWrVq3ilFNO4ddff+XUU09lwYIFdOvWje3bt5OamophGBw6dIg2bdqwbNkyBg0axKxZsxg2bBjffPMNZ5xxBsuWLaNVq1YUFxdTVlZGdnY2S5cuZejQoXz++edcd911vP3221x++eXMnDmT3r17s3PnTiwWiz9BPO+883j33Xe55557ePrppxkzZgyTJ0/mvPPOY/ny5WRkZBAfH8/GjRs5++yzeffdd3n44YeZOHEiDz74IE8++SQjR45k3rx5dOjQAafTyZ49e+jTpw9ffvkld911F88884w/Qbz55pv55ptv6N27N/v376e8vJzjjjuOn3/+mVGjRvHSSy/5j73zzjuZMmUKAwcOZMuWLcTExNC8eXM+HDOc+xZtYjIwHpgA/B/wX+BiYCnQDIgFNgODgCnAA8DjwEPAJOA6YA6wryXcOxgoBbKADUA/YAEwEJgLNwNZP0M66htSCpAPJHof+5bdcXqvWwo08T6XChxCvdUOSoGzglBQ7evhX3Nhlwvrf6IwN23aNL744guaNWvGuHHjaNOmTa1e//e//52mTZvidrvRdd2flFssFn/r7Zw5c3jxxRd56qmnGD16NNOmTaNLly643W42btxIkyZNSExMpF27dsyePZu///3v/N/dd/Pd3LmcC3wGXAuMA74G2gFxwHJgFDDRe8xFwHTgEuBR4H+oP7NCIBc4D3gFeBu4GpgNDAVeRP3d/gXYhPob6w18gvo7vg34ARjsfe041N/2AtTfaSvgZ+Ae4D7gW++1PgdGAn8DvgSOA+zAauAa4AngI+AK4Cvv7SPeuPui/qbzgCHA68Ab3t/Dd97z/wf1f3MY6r+UDnQHvgD+BYypdOxbwFhgNDAf9f8sE/gFuAP1//xL7+/wE+/Pd4/3XJ1QXRzrvDE+D7wLDAemAVd5f9+TvT+vBdgJ9Pf+XH/1/t7vBl5CjS35BeiI+n9cBHQG5nnP9Z73Na97H38P9AT2or7EtED92w9F/bvf5P35hnt/Ry2BE4DuixaplUiDKNDP76AnLO+88w6jR48+4rhHHnmERx991P+adu3a8c477/if/+yzzxg/fjxbtmyhY8eOTJw4kcsuuyzgOEKVsJSVlfHqq69WGS8jRG0Zuk5+so2MUvXfbcGA1hgWC1g0DM136/2G5t2PxaLua5r3m5m6n7GnkO4LN7Otawte/o8q2Vq5z9vXuqShEVfioN/M5cSXOKoeV+kbpP911cQde6CAnbNWkxkHA6ufsVytiWdPxKJZsGpWLJoFi2ahaUJTRvQYUaWrKRq99NJL3H333f7HWVlZLF++nObNmwf0esMwmDhxIuPHjw9NgP37w++/Q1ISPPyw76IV35wPa32o8u28uvvHej5Exxq+Fkrvft3jwQo4PR5iNY0yt5s4oMzjIUbTcOk6du/KmLqmYbNYcAExFgtzc36jxHkIhw6tUrLwGIb6P4dKWCwauAC7Bg40Yi0a5bpBjGbg0cHibZXBUPc9hjrWpRvEaRoOj06sBg6PgZ2K12iA24AYDMp0g2SLhsOwcVLTThR7DJItForcbl7avZsHW7bEYxjYNY0yj4ckTaPI4yHFYqHA7SbRu9/ujVnXdWJsNoqBNJuNfF2naUwM+5xO0q1WClwuEry/F8MwiAGK3W7SLRb2uly0tNnIdTrJsljIcblIBJodfzxMmwZBXP0dGjBhCRehSlh8LRgWX7OfEHUw5/a/MOi17wD4460J9B39cN1PNn06XHgh9OunPnhCaeVK3u/Zkx5pqTz08gBmbpp5zJdMPHsiD53xUGjjClOGYdCyZcsjxuRNmjSJBx4ILOMrLi7mxRdf5KGHQvQ7/PBDGDkSWraEbdvUEtiN3MmTT2bxrsW8e8m7jDpxlNnhVGEYBqWlpSQmJpodSsgE+vktn8LH4PF4eOqpp8wOQ0Q4X7ICcNKo++t3Mt9YsToOcq+tJCBWs3B3/7uxaBbOO+48jEcMxp8xno7pHTk5+2R6ZvZkSIch7Ll3T6NNVkB9uOzdu/eI/Xv27An4HJqmERPkb7BVXH45NG8Ou3bBd98d+/hGoMhZBEDb1LYmR3Ikj8fDm2++aXYYYSG622aDwGazcf/99fyAEcKrIBZSrfX8b+eb8eN21z+gY9E0SlDjD8477jwKHigg0a6+6f377H/z77P/HfoYIojFYmHQoEH89NNPVfafffbZAZ+jqKiItLS0IEdWSWws9O4Ns2aBLKAIQJFDJSxHm6ZvFovFwnnnnWd2GGFBWlgCMHHiRLNDEFEi1QFOm4bLqrEv2cK62XVYeqKBW1gSAd/3/aSYpLCcgRVO3njjDbp06QKo1pJ77rmHCy64oFbn0HU9FKFV8JZgIDU1tNeJEMXOYkD9fYcbXddZvXq12WGEBUlYAnD99debHYKIcAv7Z/vvx3jArkOzYoO8D1+v/ckaOGEpAlzRMdStQXTs2JHVq1ezatUqdu3axbPPPlurJC8/P5/4+PhjH1gfhw6p2w0bYNMm2LFDrQq5fXvF1N9GwjAMf5dQckz4tbAApKenmx1CWJCEJQCHN+8KUVunLNjBrlW/sWvVb8y5s+Lbdsvv67AiuS9h2bMHnnoK3nwTKtdH+vJLaNUKbrgB9u2rV9xoGglUtLCIwFitVrp16+Yv5VAbbrc79IP8c3PV7f33Q6dO0LatmvnRrh1069Yw3Y1hosxdhm6oFq1w7BIConrAbW1IwhKATp06mR2CiHCaxULLbv3RPW4GvTzdv79o4j9rf7KMDHV78KD6wLn5Zjj9dPXN+N134Yor1AfSu+9Cdjaceiq88IL6Bl0HxUgLS0MqKysjNdRdNQ8fZZbapk0VLTCNgK87CCDBnmBiJNXzeDxs3Gh2jdnwIAlLAMrKyswOQUSJLX+/2X//txfvo88ND9b+JMcfD59/Dg88oGZ8ABQWwkMPqVYVj0cd06OHSlJ++w3+9jfIzIQzz4RVqwK/lq+FRcatNBiHw4GtDksp1Mr99x/Z9VO5UvkJJ8CoUfDFF6ZWNm0IvgG3STFJWLTw+0i02+2ybpRX+P3rhKEDB46+ZooQgdKTVNNuiR1OuevJup/osstg0iR4772Kfc8+q27/7/9UUrJ8OWzZAv/2zuQ5eBDmz4d//avu1xUh53Q6G6YLwG6vWiDO7Ya77lIF5fbtg/ffV39nb70V+lhMFO7jV8rKypg6darZYYQFmdYcgF69epkdgogWsWo0yB/n92JgMM5ns6mxB04ndOwIEybA1VdXrCXyxRfwj8NWSf70U7jyStUSo+vqtvJWeV9xMW5Aj/Jv2eGktLSU5OQQfXi6XPDaa2qWUIsWqhZLjx5wySXq+RdfhPHjVWscqHVlAlweJVKF8wwhUONXpNK6IglLAL755hv+7//+z+wwRDSIiwNAcziCc76YGNU9VFSkxq5Urlrq8cA/K42Rad4cfEXNPvss4EtYAK0Og0dF3TidTuK8fydBN3y4Kq1+uNdfh9tug5NOgqVL1b7MTPjxRzUIN4qFcw0WUJWP//e//zFu3DizQzGdJCwBuOOOO8wOQUSJ2LVq8JzmrNsA2GrVVOPDaoXHHoN771WPH30UfH/LL7+snrdY1K1vq+Zx2c8/477yyuDFK46quLg4dAnLrFnV77/tNnXrS1YAXnkl6pMVCP8uocTERO68806zwwgLkrAE4Nlnnw3dQmSiUVj5xeu4H3qAU9cdAsCoPMAxlO65BxYuVK0wvmTFaoXrr1djFQKQ7HYTE+DCfaL+XC5X6BKWtDQoKVH3H3kEpk6F9esrnh87VnUBNW0K55wTmhjCTCS0sLz77ruStCAJS0AkWRH1dei/z3KGN1kBaHLnvQ1zYU1TgybXrQNftUyPB375BQIs911SUoKrjlOiRe15PB4SEkIwvXbHjor6KytXQvfuqstwxw5wONR0+aZNg3/dMBfuY1ji4+O5+OKLzQ4jLMgsoQA88cQTuBtRISURAt5BsN/1S2fFZ6/Q7YIbG+7aKSkwc6YqEOZTzQJ9NUlKSgrtYnyiipAtfVBYqG6bNlXJCqguwHbtoEuXRpmsQPh3CTkcDhYvXmx2GGFBWlgCcNNNN8n6KaJeDG9djdhuJ9Lz8tsbPoDWrVULy/LlsHs3nH9+wC8tLi7GEaxBwuKY9u7dG5rCcb56UqFovYlg/i6hME1YrFYrrVu3NjuMsCAtLAGYPXs25eXlZochIpnNO2bFzJY6ux369oULL6xaJOwY4uLiiI2NDWFgojKPxxOa0vy+hCXU6xRFmHDvEgL1NyEkYQlI7969pYVF1Ith9zZmRmDXYnFxMc5GtiCemex2e2gq3ZaWqltJWKrwdwmF6aBbt9vN3lp04UYzSVgCkJ+fL2NYRP1YvR9AETh4NSYmJnSzVsQRQvblyJewSJdQFeE+hiU2NpYTTzzR7DDCgiQsAdA0TbqERP14C7ppEdi0a7fb0XXd7DAajZCt1Oybziwr/1YR7l1CxcXFzKqpfk4jI4NuA9CyZcvQTDMUjYctcruEXC6XzBJqQCFLDn0tLJKwVBHSOiyGAdu3w549apZWjx5Qy6rRaWlp3HDDDcGPLQJJwhKA2bNnyx+MqB9vwqK5Ii9hsVqtMoYlGvhaWOTLVxUh7RLSdfjjD/X/3+1WlYTtdjXoPS6uYs2vw7sBO3RQS2mghiR8/PHHUnEdSVgCMmLECPmGKerH9/cTgV1Chw4dkkHnDaS0tDR0v2vpEqqWr4UlKF1ChqEWIi0rU/WPQFUXbtoUNm2qaOU6lrQ0/+DojJgY7vAtndDIyRiWALz44ovyhi3qRfO2sFgisEuoSZMm8vffQMrLy0P35UgSlmr5xrAEpUtI0yA2FpYsUV9OrFYYPLhq0cZArFql1n2aNYv9n37Kq//5T/1jiwLSwhIAKc0v6kuzeQfduiOvhaWgoMDsEBqNkpISmjRpEvgLPB71IRnIQN0i1ZJAcnjOhjGDYRjB7xIqKICDB4/s5qmjtMRErjjjjKCcK9JJC0sAJk6ciGEYZochIpn3W3MkJixSmr/hOJ3OwIv0bd0K6elqDaALLoAnnlBrRNU0o9FXmt/XVSFweBy4ddXqWa8WlsJC2LdPVZH+5Rc1PqWgAPLz1RZoV1A1isrKmLdgQd1jiyLSwhKAO+64A8MwpFlc1JnFFrnTmouLi2XxwwZSWFhIfKCF3VaurGg1+fZbtYFKjvv1g9NPhzPOgAEDVGIjCcsRfN1BAIn2OnSV6bpaOHLlSpWs+E+WqBYcPXBAjUWpRx2jWLudLu3a1fn10UQSlgB88cUXjBgxIvA3EiEO563DYnFHXj2T+Ph4Kc3fQEpKSrDWYtkEQM1AeeYZ9c1+/nw1hfbXX9X25JPqmOOOUy0AIF1ClfgG3CbYE7Baavl7Bzh0CH766cj9TiecdpoahKtpavzQzJl1itGj6xT4ks1GThKWAJx66qm1fxMRohKPVbXO2fTI61p0bN1KyTffqFV97Xb1Dd5ur9ji4tS3yISEim+ToSp+FuXKyspICaQF5IsvwDe2rndvGDtWbYYBmzer5MW3rV+vZqj4yEJ6fvUav7J/v1pQtDq6rlpXfK3y9Sg8qus65bL4KCAJS0Byc3Np06aN9OOLOtO9H+BWT4QlLLt2sfrRR9kMtAXiAAOwA24gzXvre7v3Naon2O3ExscTHx+PJS6O2IQE7AkJxCUkEJuUhD0xEe2ss0BqS1RRVlZ27JWay8rg6qsrlnnwtt4B6gPyuOPU5qsdtXcvrF0L27appPK000IRekSqV5XbxESVxB84oBKUyjwe+Pnn+geI6hJq16ZNUM4V6SRhCUBMTIyUJhf14rGphCXiWljy8rgX0DWNuBNOwOVyoTudlDmdeNxuXC4XTocD3eGg1OPBCZQA+1wucLkoLyzEBRwCYoEiVLJTDNg/+4zSHTuweLtafa2YZWVlJCQkoGma/8M7KSkJwzCIj48nJiaGxMREEhIS0HWdpKQkNE0jJSUFq9XqP8a3ynTISt2HQFlZGYnHmnZssVT9gDzWLMbmzdU2cGD9A4wy9apye/CgKgQX4s+GorIyfl+6lI4nnRTS60SCeiUskyZN4qGHHmLs2LG88MILgJom9thjj/HGG29w8OBB+vfvz3//+1+6detW43lcLheTJk3i3XffJTc3ly5duvDkk09y3nnn1Se8oGnWrFloVk8VjYavSyjiWliAfwGjMzI4ddWqox/odqtv/6WlR79dvrxibMUjj1S7erBhGDgcDpxOJ6Wlpf5bt9tNSUkJmqZRWlpKeXk5+fn5lJeXo+u6/znfVOwDBw6oVh6Lxb+AqcfjITExEafTSXx8PE6nk8TERBwOB+np6dhsNpKSknC5XMTFxREfH4/dbichIQGLxUJycjK6rpOWlua/dbvdJHvHhtSpJXb7dmjdmtLS0mMvAxIbC//4Bzz6qHp89dVqRopMCqi1OncJbdoEy5YFP6BqNElK4sIBAxrkWuGuzp/Cixcv5o033qBnz55V9j/11FM899xzvPPOO3Tu3JkJEyYwZMgQ1q9f7/8Pfbjx48czZcoUJk+eTNeuXZk1axaXXnopCxYsoHfv3nUNMWjWrVtHkyZNZNCtqDPd23pwzITlt9/g2mvV7A+LRX0I2e3w7LNwxRUNEOlhNI03oKJS79HYbGpA57EGdX7xhbo95xyV5DzxhGpCv/pq1ZWBWnA0Li6OuLi4wMZ01JFhGHg8HsrKynC5XJSVlQFQVFSErusUegc7FhUVUVJSQmlpKTk5OZSXl1NSUkJcXByFhYVYrVb27t1LUlISZWVlxMfH43A4sNvtlJaWYrVaMQzD34rkS5qsVivJ69bBG2+Q2K8fGwcPZtiwYdUH+/33cOutqiuo8iDooiKVsKSlhez3FK3qVOV240aVdDeQvYWFzPjiC266++4Gu2a4qlPCUlxczMiRI5k8eTITJkzw7zcMgxdeeIGHH36Yyy67DIB3332XzMxMPvzwQ26robzw+++/z8MPP8z5558PwO23386sWbN49tlnmTJlSl1CDKqzzjrr2M20QhyFr4UlrdABH3+sBkfqesWtb/vkEzVo8nBXXqnGJLRvr5KY6jao+bm6Hr9zJ7cBo8rLCdrIh99+U7d//ztcf31FAjNrFsybF6yrBETTNGw2W41fpkLF6XTidrspLS3Fc/bZlAHuxYs58Z13aNasWfUv+vhjNQ7lcD17mp6sTFkxhQ9XfkiMNYZ4ezxxtjjibYfdHr4/wMd2iz1kJSUKHKolLjXuGOOGKjt4MCSx1KRFejo3mfFlJQzVKWEZM2YMw4YNY/DgwVUSlq1bt5KXl8fQoUP9+2JjYxk4cCALFiyoMWFxOBzEHTZPPT4+nl9++aUu4QXd9OnTOf3002knc+FFHbli1H+1zL2lMHz4sV9w331wzTXqm9z116t977wTugCP4l9ASjAXzEtLg5wc+OGHimQF1JTcjz9WLS1RLiYmhpiYGNX9U7kF6YQTqn/B0qXw5pvqvsWiZv84HGr6bJ8+oQ/4GB744QFyi3JDcm6LZqldolOLhGjVXtXNmRobQMLidqsicPWY8VMXu/Lz+W7KFG68664GvW44qnXCMnXqVJYuXcrixYuPeC4vLw+AzMzMKvszMzPZvn17jec899xzee655zjzzDPp2LEjP/74I1999RWeoxTZcjgcOCpN9SoM4Tz1a6+9VgpniXrZ3aMd754IfV1N6da8e9VWDItFrTlisagtIwPuuQcyM+HEE1URsNdeUx9QhlF1gyP3BfmYZ1ev5sobb6RfMH4RHo+atQKqdsjhli1rFAlLFccqKrZiRdWkpEkTOPXU0MZUSwfLVavDxLMnkhSTRJmrjHJ3OWVu762rrOJ+pX1He+yjGzqlrlJKXXWvFnssKbEBdDuWldXcApicrGZg7dlTsS87Wz2u5/phzVNTueKUU+p1jmhRq4QlJyeHsWPHMnv27CNaRCo7vPnuWFVi//Of/3DLLbfQtWtXNE2jY8eOjB49mrfffrvG10yaNInHHnusNuHXWU5ODvPmzWPkyJENcj0RfTwxNm64FK7qdjYfX/Fx7V58/PFg4uJnF8ybR9uuXYNzsry8qm/qhzvzzOBcJ5IcK2H573+rPp40KXSx1IFH9/iTiVtOuoVmiTV0adWCYRg4PI6AEpvKj6t9znP018RaY7nihHp0ubRtCy1aQGqqGk+0YoVKXnr1UoXl/vhDfdmoi9hYDpx4IvN/+40r2rate4xRolYJy5IlS9i7dy99KmX7Ho+HefPm8fLLL7N+/XpAtbS0aNHCf8zevXuPaHWprFmzZnz55ZeUl5dz4MABWrZsyQMPPED79u1rfM2DDz7IPffc439cWFhI6xAVRGrdunWVn1mI2tINNfVRI/JmcqxYsYLmzZvTvHnz+p8sOxs+/FCVMi8tVd8+N2+G775Tz59/Pjz2mBqrM2KEGsgb7Y6VsHgHAnPGGfC3v8Gll4Y+plqoXN4+KCse4x10bYsjzhZHWlxaUM5ZbzVNj8/Kglat1P3kZNVqmpGhBqrHx6tB87VNWBISVEva/v0kZWTQS6Y0A7VMWM455xxWrlxZZd/o0aPp2rUr999/Px06dCArK4vvv//eP7vH6XQyd+5cnvRNYzyKuLg4srOzcblcfP7551x11VU1HhsbG9ug5cJXrVpFly5dZD0hUSe+xTMj8e/HN603aEaMUFtl554Ls2er+488om6zsmDIkOBdN1xVTlj27oWnnlK/D9/P7utSuPTSsEtWoGJqsM1iI9YaxUs4WCwqIfENlPctaHjgQNXqwVlZVaeY9+6txmdVFhdX/ViYhARVL8di8Sc6DoeD3bt3c5x3Bl1jVquEJTk5me7du1fZl5iYSEZGhn//uHHjePzxx+nUqROdOnXi8ccfJyEhgWuuucb/mlGjRpGdnc0kb9PmokWLyM3NpVevXuTm5vLoo4+i6zr33XdffX++oGnTpg35+flkZGSYHYqIQAYqYbFokVPEzKdFixbHrg1SXx99pL6VVlbPvv+IUTlheeIJeP55NY3dN7bIN2to7dqGjy0AvhaW5JjkiEzIAxYfrxJJUAtJ+hLspMOmRB/+O6jcSpiaqrp4mzaFRYsq1neyWlWLTEKCqqBb+bUOh9QB8wr6b+G+++6jrKyMO+64w184bvbs2VWmDe7YsaNK9cny8nLGjx/Pli1bSEpK4vzzz+f9998nLYzqCqSlpQX3W6ZoVCK5S2jhwoW0bt26Sjdv0DVpAhdeCN98o77FXnxx4xnPUjlhef75ivvXXguff17xTXzaNDX4Oswq99aplkmks9nUdvrpKvk4mrg4VV+oeXM11kXT1FgXX7IC0KZNjbO9YmJi5IuyV70Tljlz5lR5rGkajz76KI/6qjAG8JqBAweyZs2a+oYSUnl5eXg8npAWsRLRK5K7hK6//nqysrJCexHDgN9/V/e7d1cf3I2l9lFNY1g++KDqY7tddUWEW8LirEd5+0gVH68KHwZSvycxUQ3APfz1vuq1hlFttWefoqIi1q1bR+fOneseb5SQdqYA9erVS1pYRJ35WlgisUvoqaee4pZbbqFfv6BMbK6eYahWlj17YOFC1Q3y8MPQo4cqmhdmH9JBlVtN/ZKXXlIDNQsKVK2VUaPUbJQw7Bqo3CXUaGhaYMlKTWw2aNkyoEMzMjI444wz6n6tKBJ+f/1has6cObRr1+6IpQiECIRvDEskdgm98soroV9A0GJR0z/few9uv13tmzhR3e7dq4rtlZSo1XGjzeFTxjt2hDvvNCeWOmiUXUINaPfu3cybN4/rrrvO7FBMF8VfW4LroosukmRF1FkkdwndcsstLF26NPQXSkiAv/4VZs6Em26q2H/33ar/v0MHNSjVNxg1WhzeJXT4IM4w529haUxdQg2obdu2kqx4ScISoC+++ILVq1ebHYaIADsKdvDiohd5+8+3/QW1/F1CEfhf7j//+Q+9Du+DD6XzzoPJk4+c+mwY8OCDqhJu5QGLke7whGX5ctXaFCF8Y1ikhSU0tm3bFhZr6oWDyHv3NMmwYcPoGqxqnyIq+VpR7pp5F2O/G8uNX9/IS4teUs8RuS0s9913X8MPitc0VWCurEwtkjh5Mrz6qhp4+umnqrXl6adVqf9IV1Jy5L5Vqxo+jjrytbAk2SVhCYXWrVtzhSx+CEjCErCZM2eydetWs8MQYeq95e8RPzEe+7/tfLP+G//+/LJ8oFKXUASOYbnhhhtoa1ZZ8Lg4VUjt5ptVd9G8eWr6Z3GxWiDytNNg3TpzYguGyZPV4OLKbDaIoA8o3xgW6RIKjZ07dzJ9+nSzwwgLkrAEqG/fvqGtQyEi2oyNM3B4HLh1t781BWBn0U5mbZrFn3l/ApE5S+iHH37gwIEDZoehnHKKmv785ptqleNFi6BvX3j77cgc2/L661UfjxoFLldEjWPxt7BIl1BING3alFNk8UNAEpaAbdq0KaQrQovIUuIs4ct1X/Lp6k+ZtnYa2wvUauSPn/04m+/ezPUnXg/Ahys/5LwPzuPztZ8DEG+vud5CuGrdujXxR6kT0eAsFrjxRli9Gs4+W3Wp3HgjDBoEv/1mdnRH53RWJFbffQdLlqj7335LWakB775rXmx1VOxqhNOaG1BRURFbtmwxO4ywIAlLgJKTk4+6QrVoXB768SEu/fhSrvrsKi7/5HJ+26k+KFskt6BDegdu73v7Ea+5odcN3Hly5ExX9YmJicFqtZodxpFatVLl0Z94Qs0wmjcPTj1VbZ98En6l/S+4AGJjVQn2Jk3gL39R+4cNg3POITYW8vPNDbEuZFpzaNntdilY6iV1WAIUExMT+loUImLkFOZUedyvZT+aJzbn/E7nA9C/VX/c/3BzsPwgHt1DZlLNq5WHuzVr1oRvk7TVCvffr2YUPfKIGqj7229qJlGbNqqWy8iRR67v0tDcbvj224r7Bw+q+1lZah2l2FgsqKKoZWVHLXwadmRac2hZLJYGXeg3nEnCEqAdO3aQmRm5HzoitK444QruO63qYp1Wi5WmCcdYZyQCXHrppTTzLcAXrtq0UeNYJk1Ss4lefRV27IDrroOpU1Xl2PbtzYuvoKDi/tatan2goiIVU6WKqbGxKp9xudSEqGBasED1RlmtKn+zWtVmsUBamiqkWx3DgEOHVI7VosWRyZRMaw6tkpIScnNzOf74480OxXTSZBCgk046SZrlhJ+vrorP4A6DTYok9F566SV27txpdhiBycqCxx5TycrEiar75dtvVfXYK64wb0bRoUPqNilJVevt2hX69at24TybTbWy1HfG9v79qlxNfr66/LZtsH07bNkCmzfDhg1qAejVq9X+mmzZon5tv/2m1qb88ceq45tl0G1oZWRkcOKJJ5odRliQhCVA06dP55DvTUc0eg6PA4ArT7iSg/cf5KQWJ5kcUei8/PLLkbfwWlwcPPQQ/PknDB2qPmE//xx69oRff234ePbvV7cBrkCfkgK7dqmwnU41i7vyeN3DGcaRz82bB99/r8b2zphx9Osdrbe7fXvVEgOq9WfPHpUP+vinNcug25DIycnhp59+MjuMsCBdQgG6qXKpcNHouXU1oPOSrpeQFpdmbjAhdvPNN/PII49EZuHEE06AWbNUIbbLLoONG+H001UrR3y8Kvn/3/9Ct26hi8HlUjVjAFq3DvhlWVmqJ2nv3qqFbzWtYrNYVDJhGKplxtfFo2lq7cRAHS1hsVjUj+ATHw+lpbBzpxr3LC0sodW5c2c6depkdhhhQVpYAvTaa6+RH4lD+EVI+BIWmyX6c/633nor8lpYDte9uypA57Ntm+oPmTsXpk0L7bX//FM1dwCcfHLAL7PbVbJQVFR1v2GArqsuI5dLDYdxONTs7sLCivEmtSlLc6xJYH36qFYfUN1Vf/4J8+fD8uWGfwyLDLoNjfXr1/Ppp5+aHUZYkIQlQLfddhtNmjQxOwxhMsMw2FO8h9zCXKAicYlmt956a3TUgbjgAjXd+dlnYcKEiv2JiaG97oIFFfdrOfA3JQWaNYNzz1UtLqESE3P05//4QyVDlRkGLFlZ4h/PlRqbGqLoGrfOnTtLaX6v6P96GCSvvPIK1113Hamp8p+yMZqzbQ5///7v/LGr6qJ0a/Y18Bo7Jrj33ntp2bKl2WHU3z//qWYRHS49PXTXfOQR+Ne/1P277lJbLWVnQ30LDSclQadOagxKqVqPE11XY1HatoWMjOpfp+vqNU5n9c+X6hWzn5ImqS6hxbcspm/LvvULWPht2LCBVatWcfnll5sdiukkYQnQxRdfTHKyNHk2Vu8tf++IZAUg1hr99RGmTJnCuHHjSEhIMDuU+vn994r7PXuq244d4aKLQnO9p56qSFYmTlQrTdeyHsyff0KPHqouXllZ3UNJTobDZ8WuX6+6nfoeJbcoKVHFePv0gaVLYffuqs8nWY7MdLYc3CIJSxC1bt1aWve9pEsoQPPmzfMvYCcan8rTmJ8c/KT//j/n/JO3/3zbjJAaTO/evSM/WYGK2UHDh8NNN8GYMXDvvTU3L9THq6+qgnYATz6pZizVoXjdvn1qWrHDUb9pzmVlanZPZZ07Hz1ZATVGxumETZvU4N/D5burFlD86PKPuKrbVXUPVBxh3759Db9aepiSFpYAtWvXLjzLk4sG0Sqllf/+/T/cX+W5G7++kXM6nEOb1DYNHVaDKCwsjPxkXa9UN2fqVLX55OSo6S7BYBiqG+jf/1aPH3qoYoZQHU4FqlUjK0u1tKxefeRYkkA4HKpbyVf7cv9+NQMpIUEVgzucrqtjtmxRt75Z2Yc75Mnz37+066UM7z689sGJo0pMTJSipV7SwhIgR23mCIqo8++z/s2d/WpeB+iMt89g/vb5DRhRw9m9ezfucFuXp7YsFvjgA7jtNrj+elW63zeXt6QkeNe5++6KZAVUn84NN6ikqJY0DU47rWKGTvv2cOaZR5+CXJNWrdQMb5/ERJXArF175LEeD+TlwU8/qYSlOtnZat3JlKYV2dNTQ56q/mBRL7qu46lvFcEoIQlLgPZW1x4qGg1N03jp/JcwHjHY//f95N+Xj/5PnaEdhwKwo2AHt02/zeQoQ2PQoEEkJUVBjY3LLoPXXoN33lFrDvmaMII5kH7fvqqPZ85UKzC//36dTpeYqAbM+vgK5dbW4WX+4+NVAnTokMqpfPmorqskJS9PXee446o/365dqlLu9jw1pfmsdmdxXJMaDhb1UlZWRkHlpR0aMekSClCfPn3MDkGEiYyEijEPL/3lJa769CqW71nO2v1rufLTK0mKSSLRnkhSTFKV7eTsk+mZ2dPEyOvm7bffpnPnztExjsWnuDg0Ccs776hWnKIiNXDkv/9VBUuCtPiixaJKytR2lnl1C803a6YWjc7MVK0tMTGqi6hDB9XK4itCl5EBixZVvC4+Xi2InZQE761WLSxSgyV0mjRpIosfeknCEqCvvvqKe++91+wwRJhYlreMCfMmsHDnQnYV7fLv/2zNZzW+JtYay4H7DpAYE+K6H0H2/PPPkx7Kqb9m8H1jtdmq/zSvq7g4OOusisdffVWxP0hyc2v/GotFFZjzLXioaWosTGIitGwJX3yh8qu4ODXLu/JsoMNzLYdDjakxDMhsUwh7ISVW1lkLlZ07d7J582YuuOACs0MxnSQsAbrzzprHL4jG5/H5j/P52s+r7EuPS+ffZ/2bElcJxc5i/1bgKOCT1Z/g8DhwepwkElkJyy233MJLL71Edna22aHUj29hHputYjHC1NSgtX5Uq7xc3d5/P9xzjyoid+qpdT7dwYNQlwkjf/xRtbw/VJT2P3CgIszy8iOnLh8+3trXvaRpYEtQXUIpMZKwhErnzp05rqa+uUZGEpYAPfPMM4wfP97sMESYKHeXV3l8SqtT+Pn6n4mzHflN+mDZQT5Z/QlAxLWuAHz66adY6jLSM9wUF6uxK6DWFwL1aX3OOXDGGaqy2vHHqykx3burpob4+Ppd85RTVPOFbzGeAQNg2TKo4+q7hYW1WyPoaAxDdf3UdsURlwtWrlSzlgod0iUUamvWrGHLli1cfPHFZodiuih4F2oYkqyIyioPMGyX1o4vrv6i2mQFKhaHi7HGEGM9Rg30MHTllVeSl5d37APDnW9ABlR0CYGaDvPYY3DttfD3v8PWrfDNN7UfKFKd++5TCVDl7uRevdTYljrYvr3qDG0zpKaqZAWoWEdIVmoOmR49ekiy4iUJSwCcTidPPvnksQ8UjcbTQ55m0c2LWHDjAtaOWUtWUs0LvfgSlkR75LWuADzxxBM0bdrU7DDqZ+dOVZPet1ry5Zer6cZnnln1uMqr4h7eN1JXGRnw9NNV9911V0W3FCoJqan8fTixWqFNpXJDsvBh6K1YsYKvv/7a7DDCgnQJBcBisXDjjTeaHYYII1aLlZOzA1t51+FRbfg1tcCEu6effpqnnnrqyIG3hqHKn3o8avSmph05HsQwqu6z2dTmm4ISTIZRcT3DqHr+HTtUP4aP1aq6azIz1Swew4ALL4TevSuOcblU/0uwZmh07AibN6v7d91VZXZScbGaiTNkSNUfZ98+NfbE7Va/troUjQsGi0VNce7WTcWxebMaeFvkkBaWUOvUqRNt27Y1O4ywIAlLAEpKSpgzZw5XXnml2aGICOTRVdEnqyUyKyUPHTqUuMNnuRQXq6m7GRnHXuq3Mt9qeuXl6hP5l1/UIIpWrdS4kWXLIC1NJQlduqjE4nAej3qtb7qLj6apUam//qqu4xvcahiqL6U6P/2knu/dG84/v+pzdnv1168Nw4DZs9XP5UtWfvqp6kwiKnKjw/f98EP9Lh8ssbHqn2n+fJU0OZ2qsWrXAZVBySyh0MnJyWH37t0MHDjQ7FBMJwlLADRNo4ev01aIWvKtQ2TRIrMHdtOmTei+gRMej/rgbdu2+prugbDbVZIzY4Za4MbpVFNfDp/+cvhqfT5r16qkZMgQVTSksiZNoH9/Vb12/vyaa8r7+LplTjhBVUJzuVQidvbZ6hN51SoVR11bWVatgvPOq3jcvj1U88HjclWMy63Mbq9+f0MrKzty8cWcHDhYIl1CoZaenk5Mbb4URLF6vYNOmjQJTdMYN26cf59hGDz66KO0bNmS+Ph4Bg0axOrVq495rhdeeIEuXboQHx9P69at+dvf/kZ5efkxX9cQXC4XRUVFZochIpTH8LawaJHZwuKsPLhi+3ZVArWuH+DTp8PkyfC//6lPvKMN3Jg9GzZuPLJ0vq+rp7pp1oYBzZurLqpAqoMWq/FFfPABPP88vPyyqkz70kuqP2bduoqWkdJSdXxtMojjjlOzjXzee6/arjC3WyUEM2eqXOzrr9WPH+4rIpTp0iUUag6HQz5/vOrcwrJ48WLeeOMNevasWrnzqaee4rnnnuOdd96hc+fOTJgwgSFDhrB+/XqSk6v/o/7ggw944IEHeOuttxgwYAAbNmzghhtuAFTRKrOVlpaaHYKIYJHeJXTiiSdi9w2gaN36yDrvtdG6tWrB8CUKR7Ntm9pALaaTlaW2Fi3UMsPLlqnWFJ/9+2HePNWKAYFNp+nVSyUmh2cGf/yhpjo/+KBKfBYsUOczDDj33MDr48fHq4UWzz1XxX366dUe5svbDh5UW6Qo06VLKNTcbnfkr+UVJHVKWIqLixk5ciSTJ09mwoQJ/v2GYfDCCy/w8MMPc9lllwHw7rvvkpmZyYcffshtt1W/1srChQs57bTTuOaaawC1MvKIESP4/fff6xJe0KWkpKCFsriUEGHss08+YUi/fsS0bFn/Imu9e6sPbl8FWJ+OHdWH+9atqiXj8GplhYVq27BBPY6L81Yus6ka8263em7fviPX8zmaiy9Wm66rJo6cHJg2TQ3SBZg0Sc0c2rQJLrlEzfbJqnlGWLUSvbPDysrg44/hyiuPaGUJh26fuig3pEso1FJTU7HX50tCFKlTl9CYMWMYNmwYgwcPrrJ/69at5OXlMXToUP++2NhYBg4cyIIFC2o83+mnn86SJUv8CcqWLVuYMWMGw4YNq0t4QZebm8va6pY1FSIAvmTXOPxDOEL8a8IE4n1JgW+wRXl53aesJFYzvbuoSE1BufDC6p8/XHm5SgD++EP1o3z/fc0DawNhsajrdu0KDz1UdZzJxo0qgfriCzXmpq5l9g8dguHDVbJ2WF2bSExYXLoDt6GahqRLKHRyc3PZ4EvUG7lat7BMnTqVpUuXsnjx4iOe8xWXyszMrLI/MzOT7Ud5Mxk+fDj79u3j9NNPxzAM3G43t99+Ow888ECNr3E4HDgqDasvDOF8v+OOO472vmZmIWpJw5uwEJkJy5gxY5g2bRrxlau++mbQuFy17yJyuVTLiG+2j8WixqmUlqrxHunpKhnxeIL7g9TGVVep8SdbtsDPP1fsb9my9ufq31+1zPz97+qxt/WZt99WtWCIzITF17oC0sISSp07d6Zjx45mhxEWapWw5OTkMHbsWGbPnn3kNMdKDu8+MQzjqF0qc+bMYeLEibzyyiv079+fTZs2MXbsWFq0aME//vGPal8zadIkHnvssdqEX2dbtmxh1apVXHHFFQ1yPRFdfLODfLOFIs3MmTOrf6KuzdSpqWqGj8cDixfDoEGqdcPXsnL++aooSUmJat0wg9UK/fqpLSlJVb4FNT6mTx9V6rV9e9U9lJ6uZiedeqpa7vhwNpuqdDtzpprS7FNpMkIkJiy+AbfxtnhsFplwGiorV65k7969/OUvfzE7FNPV6q9syZIl7N27lz59+vj3eTwe5s2bx8svv8z69esB1dLSotKUx7179x7R6lLZP/7xD6677jpuvvlmQJUiLikp4dZbb+Xhhx+udh2TBx98kHvuucf/uLCwkNa+KpZB1rVrV7p27RqSc4vo5xts6xt8G2nOPfdcvvnmm+BNrfSVS92/X3WTfPWVqsFSeVHA7t1V64ZZCUtlw4ap5GruXJVELVmitsMNHAhz5tR8ngsugD//rBhVm6IGqno8akmjSCMDbhtG5c/bxq5WCcs555zDysrVIoHRo0fTtWtX7r//fjp06EBWVhbff/89vb0VI51OJ3Pnzj1qafvS0tIjkhKr1YphGDX2+8fGxhIbrAqUx7B582YWLVrkHxQsRG34pjP7pjdHmjfffBObLQTfoFNT1UBWtxsql/73DZ4tLFStGxDYrKJQuugiNeXZMFSysn69msG0b5+6XbECdu06+jkmTFDJisUCJ52kup1Q+Vt8fGTNDgIo12XAbUP4448/2L9/P+dVrufTSNXqXSg5OZnu3btX2ZeYmEhGRoZ//7hx43j88cfp1KkTnTp14vHHHychIaHKh/2oUaPIzs5m0qRJAFx44YU899xz9O7d298l9I9//IOLLroIa30rTQZB27ZtadasmdlhiAjla2GJ1C6hu+++m88//zz4J7bbVc2Uw7VqpQa2+hatKStT9UvMVlKiZgwdXqxu+nQ1WLhSqf0jeDwVGcnmzUdMi47EWau+FhYZcBtaPXr0wGPmeK4wEvSvTffddx9lZWXccccdHDx4kP79+zN79uwqNVh27NhRpUVl/PjxaJrG+PHjyc3NpVmzZlx44YVMnDgx2OHVyb59+1i4cKF/qrYQtRHpY1huuOGGhp3Wn5BQkazk5an1isLBr7+qZQNataq631egLi2t+tdNngxjxlRM1a6me/zwsvyRoFRXP7d0CYXWunXrKCgo4MzDF+pshOqdsMw5rM9W0zQeffRRHn300YBfY7PZeOSRR3jkkUfqG05IpKamSml+UWeROp3Z55dffuGiiy5qmIs5HKrLxWZTH+w//FDR/NC6taqw63JBbm7DN0u0aeMfd1KFL2FxOtUg4vj4qttXX1WMqu3bt9pp0ZGwUvPhij1q4M0vO36h6VNNibHGEGuLJcYa4996ZvbkzYvejNhlKcJBdnY2zatriWyEZGh3AJxOJ7t27aJT5aXnhQiQS1cfVnZLZBZ/Sj1aV0ewlZVVrKp8xhkVSckpp6gaKbGxsHRp/WquBErT1JRkw1BxdOkC1VXr9i0dMG8enHyUFbxfeQVuvbXa4nuR2OKfYEkD1NisA2XVjxpeunsp7yx7h5NanMTwbsP5+2l/b8AIo0NBQQGlpaVVJrI0VpKwBMBisVQ7U0mIQLg83oTFGpkJS8u61B6pq8rzexMSVM2StLSqU6gbqjnCMNSYleqmKld20UXw7beq+8q3SmBpqbr1LQ+QlARDh9a4+rPdHnmtLLtd6/337876lMyY4/AYTlyGA4/h4vHcc/zPL929lOV5y7l3wL1SNbyWLBZLaAa9RyD5LQTAZrPRtPIsBiFqIdJbWObOncvo0aMb5mLNmsEtt6gWDau1+g/4ggJV90TTVNOE260q3wa7i8hiCWyRxy5dqp/ObBgqASsrU+c5Su2qSGxh2eVc578/ee9NjG72CqcmD8finRX3Wof9/HVLxfumx/DgMTzYNPnYqY2EhAQpze8lzQYBKC8vP2I6txCBivQWlrFjxzbsBS0WiImpPlkxDJWcnH8+XHEFXH01jByp6rYEm66rsTKgMorNm1VtmK1bA1sJWtPUz5GaetRkxelUP1Kk8Q26BTVj6JU91/L37cezvOQ7AJKtGQxKucl/jMwmqpu8vDx27txpdhhhQVLdAKSkpByxbpIQgYr0FpYHHniAWbNmmR2GomlqscLDhapU7MyZKnHq2rVKZVratIEgVR6NtK4gUAPJt5Srtd/m3jCX+dvnM/7n8eS5NvJK3khe73iAbeV/MqfwTQAuO/4y7htwn1TErYPjjjsOPZCVxxsBaWEJQEFBAVOnTjU7DBGhIr2F5euvvzY7hGNr105Vyg1F3SaPp2qyAtVOTa6rSCzLb6D7W1i6NevGg2c86H+uWM/HMAy2OZYCkB6XzudXfU7/Vv1NiTXSLV++3L8wcGMnCUsAMjIyuOOOO8wOQ0SoSG9hCZdV04/KblezdRpqCnkQx7RFYsKiUzHoxlcYsWVyxeDsXa517HVtAeBg+UEc7ggsNBMmBgwYwDnnnHPsAxsBSVgCcPDgQV5++WWzwxARKtJbWD799FOzQzi2vXtVefyGajo/1syhWojEKrceoyJom8WGRbOw9Nal/n0HXDv46uDj/sdbDm5p0Piiya+//spPlRfNbMQkYQlAamoqN954o9lhiAgV6S0s1113ndkhHFuoS8VaLGpVZl/LShC7niK+hcU7KygzKdNf9fbJXRXr3rRKaUWH9MOWMxABO/nkkznjjDPMDiMsyAioABQXF/Pxxx9zyy23mB2KiECR3sJSeVX0sBWKhEXT1ArMTZuqhMUw1L6ffqpaF6aeIjJhqdTC4usSAkiNTaXQUVjl2DV3rCHW1jAL1UajJUuW4Ha7Of30080OxXSSsAQgISGBs88+2+wwRIRyetQ0kEhtYZk2bVr4/v3v26e2/fuDf+7YWFVj5XCXXx7Uy0RkwlKphaXyzJ9Z187ix60/UuoqpdxdztXdrpbVnOtJKqxXkIQlAC6XizVr1tCxY0ezQxERyN8lFKEtLGH9hpmWBoWFqs6J1apm9Fit0Latul+fEv6BFI0LgkhMWCqPYam8TtDxzY7n+GbHmxFS1MrLy0PXdTIyMswOxXSSsATAarU27HoqIqr4u4QitIXFGoqpwsFit0PHjmrTdZWk2Gyq66akpO4JS3p6UKcuH00kJiwuQ3XBxVhjTI4k+iUEcYB3pJOEJQCapskfjaizSG9hWX14DZJwZbGozac+LSRnnaWWCWgAkThLqFwvAqR6bUMI6y8MDUxmCQVA13U2bNhgdhgiQmmoxd6MhqoREmQjRowwO4S6qU/TRQMuNheJlW79CYuMTwm5/Px8Dh48aHYYYUESlgDY7XYGDhxodhgiQsXb4wEoc5eZHEndPPnkk2aHUDelpXV73ZlnqrExDSQSu4TK9WJAWlgaQrt27WjXrp3ZYYQFSVgC4Ha7+eCDD8wOQ0SoeJs3YXFFZsLy0UcfmR1C3eTk1O11y5apMTANJCITFkNaWBrK8uXLZfFdL0lYAhATE8N9991ndhgiQkV6C8tll11mdgi1t3UrLFlS/XN/+QtkZVUd71JZA80O8onEhKVMxrA0mDPPPJPTTjvN7DDCgiQsAXC73TzxxBNmhyEiVKxVfQBG6noqEbH4oU9JCcyerbbqRrNardCqlSoC16SJ2lJTITFRJSpWK8Q07MwXGcMijmbOnDksWLDA7DDCgswSCoDVauXvf/+72WGICOWrU2EQmYNuL7/8cmbOnGl2GIExDOjdW7WwVCc2VrWsXHLJ0c/RgCK5hSUpJsnkSKLfoEGDzA4hbEgLSwAMw+CZZ54xOwwRoXyly3WjgRbmCyJd1/nXv/5ldhiBS0pSW01OOOHY52jA8Su+0jGRRqY1N5y5c+dKC4uXtLAEwGKxMHz4cLPDEBHKN605EhOWsrIy3nnnHfr162d2KIE7fLBtYiJkZKjMoFUrc2KqQajXbAwVSVgaTq9evdAaMIkOZ5KwBGjevHmRsWqtCDuR/mZzyimnmB1C7WzeXPVxjx5w4onmxHIUxc5i+vyvH5vzN2HX4rBb4tStFuu9reax5cjnbVosMZWer/LY+7xNs+M2XBh4sGvxxGoJxFoSidESiLUkEKMlYNdiA/5bLYvgMSz79++nadOmHDx4kJSUFMrLy4mNjUXXdaxWK5qm+bdwsHXrVmw2Gz169DA7FNNJwhKg9u3bmx2CiHAbDmzgLx/8BahoddE0DYtmwW6xY7PYsFvtrNm3huaJzYm1xnKg7AAHyw5yXJPj/BVzq3OsonRHGz9jGAa6oePW3XgMDx7d4791ljphOVx29WUkxiTW4ac2QXKlD1GbDTp3Ni+Wo1iet5wN+esA8BjFlHuKTY1HQ/MmMInEagnEWBL8t1X2awlsKP8ViMwWlg8++ICxY8fywQcfMGLECGbMmMGJJ55IXl4eLpeLNm3aMH/+fK6++mpeffVVxo8fz4QJExg7dixvvfUWQ4cOZc2aNSQnJ5Oamsrq1as577zzeOutt/zH3nfffTz//PNcccUVLFq0iOzsbDRNIycnhwEDBvDJJ59wzz338Oyzz/LAAw/wzDPPMHLkSObMmUPXrl0pKSmhpKSETp06sWXLFlmp2UszIrX85mEKCwtJTU2loKCAlJSUoJ9/zpw5MvhJ1MmSXUvoO7mv2WHUTQHwJ8z63yyGdhxqdjSB8Xjg22/VoojduqlBuGHou03f8ZcP/kK3Zt34avhXlLvLcXgclLvLq2wOd9V91R5z2L7DX+PSXcRYY7BqVsrcZZS6Sv2bbzXxuvjkik+4stuVQfythJbL5WLWrFlccMEFZocCqBmoNpuN8vJy7HY7TqcTi8WCruu43W5iYmIoKCigSZMm2Bqw+nJDC/TzO3p/A0GWl5dndggiQp3U4iR+vv5ndhTs8LeE+Fo8fK0bLt2FW3fj8qjb3KJc2qS24Zcdv9A/uz/p8en+6dGHq6np2teKE8ixFs2CVbNitVir3N7xxR3saLejLj+2eaxWuPBCNUBED99xQ0UO1a2SkZBBxybmrQTv8riqJDElzpIqCU2pq5QSV9V9Jc4S0uLSuKjLRQ0e7++//47T6WTTpk1ccMEFfPjhh9x99928/vrrXH/99Xz77bcMGDCAnTt3kp6eTkxMDMXFxbRu3Zpt27bRsaN5v+vD+ZKQuLg4AOLj4484pnnz5g0aUziThCVAfftG6DdkYTpN0xjUblCdXnvPqfcEN5hash20wRqwahG2AJumgfdDIFwVOgoB87tV7FY7dqudlNjgt0yHQs+ePdF1nb59+xITE8P1118PwKWXXorNZqNv374kJCTQzLt4pdVqpaioCI/Hw4YNG7j88svNDF/Ug0xrDtAXX3xhdghCNLjY7FgYVFFLRgRPkVO1sERKohAuZsyYwdatW4mLi8NisZCamgqolgibzUbbtm1JTU31r8GTnZ1N//79SUtLk2QlwkkLS4Duuusus0MQosEVbyqGBWC9I8JaWCJAuLSwRJqIXCpCBIV8bQqQFI4TjVFsx1g4X1pYQsE3hiUSpwab6c0332TXrl1mhyFMIO9CARo/frzZIQjR4Eo3lsJ3ETiGJQJIl1DdXHbZZWRlZZkdhjBBvRKWSZMmoWka48aN8+8zDINHH32Uli1bEh8fz6BBg1i9evVRzzNo0KAqxXp827Bhw+oTXlBNmDDB7BCEaHDWbCsMkBaWUJAuobr5/PPPcUXiAkyi3ur8LrR48WLeeOMNevbsWWX/U089xXPPPcfLL7/M4sWLycrKYsiQIRQVFdV4rmnTprF7927/tmrVKqxWK1deGT7z+2+++WazQxCiwTl2O2BZxXpIInikhaVu+vXrR2xs9VP8RXSrU8JSXFzMyJEjmTx5Munp6f79hmHwwgsv8PDDD3PZZZfRvXt33n33XUpLS/nwww9rPF+TJk3Iysryb99//z0JCQlhlbBMnz7d7BCEaHhJQFtpYQkFfwuLjGGple3bt5sdgjBJnd6FxowZw7Bhwxg8eHCV/Vu3biUvL4+hQysqYsbGxjJw4MBarTb55ptvMnz4cBITay4F7nA4KCwsrLKFUq9evUJ6fiHCkV6uQ6EkLKHgG3QrLSy1Y7HI32JjVetpzVOnTmXp0qUsXrz4iOd81WAzMzOr7M/MzAw4K/79999ZtWoVb7755lGPmzRpEo899liAUdff/v37G+xaQoQLj8cDugy6DQVfl5CMYamd7Oxss0MQJqlVqpqTk8PYsWOZMmWKv5RwdQ4v/20YRsArX7755pt0796dk08++ajHPfjggxQUFPi3nMOXlA+ysrKykJ5fiLCUAGRIC0soSJdQ3fz2229mhyBMUqt3oSVLlrB371769OmDzWbDZrMxd+5cXnzxRWw2m79l5fB1d/bu3XtEq0t1SktLmTp1akADXGNjY0lJSamyhVKnTp1Cen4hwpFrjwu2y6DbUJAuoboJp7GNomHVKmE555xzWLlyJcuWLfNvffv2ZeTIkSxbtowOHTr4B836OJ1O5s6dy4ABA455/k8++QSHw8G1115b+58kxH7++WezQxCiwWmtNeglLSzB5tbdlLlVq610CQXO4XDw1ltvmR2GMEmtxrAkJyfTvXv3KvsSExPJyMjw7x83bhyPP/44nTp1olOnTjz++OMkJCRwzTXX+F8zatQosrOzmTRpUpVzvfnmm1xyySVkZGTU9ecJmVGjRpkdghANzrXRBTtkDEuw+bqDQLqEaiM2Npb77rvP7DCESYL+tem+++5j3Lhx3HHHHfTt25fc3Fxmz55NcnLFf8odO3awe/fuKq/bsGEDv/zyCzfddFOwQwqKl156yewQhGhwlm4WGCwtLMG2v7RiEH+MNcbESCJLXl4e//vf/8wOQ5hEMwzDMDuIYCgsLCQ1NZWCgoKQj2cRorGwX2XHvdfN9q+20ya1jdnhRI2FOQsZ8JbqJjceiYq34Abhcrlwu93Ex8ebHYoIokA/v+VrU4CkNL9ojIzjDDhFWliCLcGeAEDzxOYmRxJZtm3bxk8//WR2GMIkta7D0liNGTPG7BCEaHD6Rh2KJWEJthJXCQBJMUkmRxJZ0tPT6du3r9lhCJPIu1CAPvjgA7NDEKLBGZkGtJdBt8FW4lQJS6K95mre4kgHDhxg3759ZochTCItLAEaOHCg2SEI0aAMw4BDgEtaWIKt2FkMSAtLbbndbtLS0swOQ5hE3oUCtGXLFrNDEKJB6Yau3iHipHBcsPm6hBJjpIWlNhISEmSl5kZMEpYA2e12s0MQokF5DA/EAbHSwhJs0sJSN2vWrMHtdpsdhjCJvAsFKDMzkxdffBGAV155haKiIj788EM2b97M3LlzWbhwIQcOHOCrr75C13U+/fRTDMPgww8/ZM+ePcycOZPly5fz+++/M3PmTLZt28abb75JeXm5v8bLiy++yP79+/nggw9YuXIlP/74I7NmzWLt2rW89dZbHDp0iP/85z8A/Pe//6W4uJgPPviALVu28PPPP/P777+zbt06ZsyYQX5+Ph999BGgKgi7XC7eeustnE4n33zzDbt372bhwoWsXr2aDRs2sGDBAg4cOMB3332HYRj88MMPGIbB3LlzKSgoYOXKleTm5rJjxw42bdrEoUOHWLVqFW63m9WrVwOwfv16HA4HO3fupKioiPz8fAoKCigrK6OgoACPx0NJifpmWVZWhmEYOJ1OdF3H4/Hg8XjQdR2Hw4Gu6xQXqzf1Q4cOoes6+fn5OBwODh06RGFhIcXFxezbtw+Hw0FOTg6GYbBt2zYMw2Djxo2UlJT4VxDPzc1l/fr1HDx4kIULF+J2u/nxxx8B+O677ygoKGDOnDls2bKFZcuW8ccff5CTk8Ps2bMpKSnhq6++AuDLL7+ktLSU2bNns3PnTv744w9WrFjB1q1b/b+rr7/+GoCvv/4al8vFzJkz2bt3L4sWLWLdunVs3LiRBQsWsH//fr799lt0XWf69OkATJ8+nfz8fBYsWMDmzZtZu3Ytf/zxB3v27OGHH37A6XQyY8YMAGbMmEFRURHz589nx44drFq1ihUrVpCbm8vcuXMpKSnhu+++8/+M5eXlzJkzh7y8PJYvX87atWvZvn07CxcupKCggFmzZgEwe/Zs3G43s7+fDXuBg7B099IQ/c9qnGQMS92ceuqpYVlYVDQMSVgC1KdPH2644QYAhg8fTkJCAkOHDqVFixb06NGDpk2bEhMTQ8eOHdE0jZ49e6JpGv379yctLY2TTjqJjh070rVrV0477TRatmzJFVdcQUxMDNdddx0A119/Penp6VxyySV06dKF0047jYEDB3LccccxfPhwUlJSuPHGGwG45ppriI+P57zzzqNFixb06tWLTp06kZ2dzYknnkhiYiL9+vUDoFevXlgsFvr06YPVaqVz584kJSWRnZ1NRkYG6enpNGvWjNjYWJo2bQqoCsaGYWC1WjEMA7fbjdPp9CcMTqeTnTt3ous669evB2D58uWUlpaycuVKdu3axYYNG1i6dCm5ubl89dVXlJSU8MYbbwAq4SosLOTtt99m7dq1zJgxgx9//JFly5YxdepU9u/f7y8Q9f777+N0Ovnqq6/Iy8vjt99+Y/369WzevJnFixdz8OBBfv75ZwzD4JdffgHgzz//pLy8nJycHEpKSigqKqKsrAy3241hGBiG4a/l4Pu3a9myJWlpaTRv3pzMzEySk5Np27YtdrudDh06ANCxY0dsNhtt2rQhKSmJ5s2bk5GRQXJyMi1atCAmJoZ27doB0LZtWywWC61btyYuLo5mzZqRmppKSkoKzZs3Jy4ujlatWgH4b7Ozs4mJiaFp06YkJSWRkpJCeno6sbGxNG/eHIvFQlZWFqCSaJvNRpMmTYiPjyc5OZmUlBTi4uJo0qQJVqvV/++ZkZGBxWIhPT2dmJgYkpKSSExMJC4ujpSUFGw2G+np6QCkpaWhaRoZ6RnQBmgG6/evD+Z/p6jkcDgoLy9nwoQJuFwunnzySfbt28eqVauOOFZaWOpmypQplJeXmx2GMIkUjhNC1Oiyjy/ji/e/4NVHX+Wvff9qdjhhbc2aNezatYvBgwcDatDy/v37yc/PZ8WKFfTs2ZP169dz/vnn89DPD/H0gqe555R7ePbcZ02OXAhzBfr5LbOEhBA1MjCgFWhoZocS1vbv38/OnTsZOnSof5+maTRr1oxmzZrRpUsXQM1y+fPPP1mzcA0gLSy1NWHCBMaPH292GMIkkrAIIWpkGAYUqg9fUbPExESOP/74Yx7XqlUrUlNTccxwqNfJLKFauffee80OQZhIxrAIIWqkGzogLSxHs3PnTj755BNat25d4zEul4sDBw7w4YcfqvVwrGqmS4I9gSjplW8QL7/8stkhCBNJC4sQokaGYUBq425hMQwDXdfZsWMHCQkJ5OTkUF5eTnx8PEuWLOHiiy/m+uuvP+o53nzzTbp06cLxxx+PxWKhzFUGTrjrvbu46+O70DQNq8eKJcmCpciCrZkNyyELD1z0ACNaj6Bly5YcOnSIpKQkdF1H0zTsdjtut5u4uDjcbjcxMTEYhhHV/1YXX3yx2SEIE0kLixCiRrquQ0501mExDIOioiKKiorYsmULa9euZcOGDXz22Wfk5uYyceJEdF3n8ccfxzAM/vjjD/8MrD59+tCjRw9uvfVWMjMzj3mtXr16cdZZZ2Gzqe+I3Zt2Bx1wqc1wGriL3DgdTsr3lFPsKKZwWyEfrvqQ+fPnU1BQwKJFi9i0aRMrVqxg3rx57NixgylTplBWVsYLL7wAwMSJEzlw4ACvvvoqy5cv55tvvmH69OksW7aM1157jf379/sXcp0wYQLFxcU8//zzrFu3js8++4zvv/+e3377jbfffpvc3Fwef/xxAJ5++mlcLhf//e9/ycnJ4euvv2bJkiUsWbKE2bNns2vXLj7++GPcbjeffPIJAN9++61/iv62bdtYv349K1asYN++fSxcuBCn08mCBQsAWLx4MWVlZaxdu5b8/Hxyc3PZvXs3BQUFbN++HafTyfbt21m6VKbXN2YyS0gIUaPzPzifmStm8vaIt7mh1w1mh1Nrvvo/mzZtokOHDnz44YfccccdPPHEEzzwwAO8/vrrXHnllWzevJn27dtjsVj8072t1tBW9y1yFOH0OPEYHnRDx6N78BgePLqHudvnMvqr0fTK6sWft/0Z0jiOxuPxYLVaKS8vJzY2lpKSEmJjYykvL/e35JSVlZGcnExeXh5t2rRh06ZNdOrUiT///JPOnTuza9cukpOTcbvdlJSU0Lx5c9avX0+fPn2YP38+55xzDrNmzWLAgAEsXbqUtm3bcujQIVwuF82aNWPVqlUMHDiQL7/80l8CQkSXQD+/JWERQtTo3PfOZfZ7s3n32XcZdeIos8OpwlfxdMOGDXTp0oXPPvuMq666iokTJzJ69Ghmz55Nv379cLvdJCYmkpmZidVqJSEhIey7TWZsnMGwD4fRt2VfFt+y2OxwhAgpmdYshKg/C3BG6AbdGobBnpI9bD+0ne0F29l+aDt7SvYwvPtw+rbsS05ODq1bt+b777+nT58+zJw5k65du7J3716cTiddu3YlJyeH9u3b07t3bzRN4+GHH0bTNEaPHh2SmBuCW1fJmM0ib9FC+Mj/BiFEjTwuD/wClkvrNobFrbvZWbizSkKyvUBtW3ZvYWfpTpx7nBALFAIOIBm+fv9rfvvPb/z888+MGjWK5ORkUlNTufDCC4/4BuarcdK5c2cgOgYIS8IixJHkf4MQokaGxYB+NScBZa4ydhTsOCIZ2Zq/lW37trFr/y6MMkO90+QAHYGlwJnAb0Bf0Mo1WrRtQev2rbGn2Pllxy+ktUyjSZMmjBqluqFOOeUUgEbT3SsJixBHkv8NQoga6W4dVsDiMxdzoPRARevIni3sKNjB/pz9kA6sBk4C5gOnAr8DPYCDYG9qp1VaK9r2aEv7pu1pd0E72qa2pe31bWmb2pZWKa2wW9Vq6N9u+JYLdlxg1o8bNlweFyAJixCVyf8GIUTNLEACvLDwBfgV6A7sAJoCmno+0Z5IqwGt6NC6A+36qWSk3fB2tE1TCUlmUmatp0UbRMVcgDpzepwAxFhjTI5EiPAhCYsQokYjeoxg7Zq1tMpuRZub29Au3ds64k1G2qa1JT0uPWjjRqJh/EkwSMIixJEkYRFC1OjWvrdya99bG/y6viUBGiuXrrqE7Ba7yZEIET6ir3ylECJiNU1oCkBecZ7JkZhLWliEOJIkLEKIsNE+rT0Au4p2Ue4uNzka8/gSFt9gZCGEJCxCiDDSNKGpv1VhT/Eek6MxT7wtHoASZ4nJkQgRPiRhEUKEDU3T/DOKGvMA3FhbLFBRj0UIIQmLECLM+Abchmo5gEjg6w6Ls8WZHIkQ4UMSFiFEWPGtx9qYW1jKXGWAJCxCVCYJixAirPiKxkkLS8VYFiGEJCxCiDBiGAYe3QM07rL00iUkxJHqlbBMmjQJTdMYN26cf59hGDz66KO0bNmS+Ph4Bg0axOrVq495rkOHDjFmzBhatGhBXFwcxx9/PDNmzKhPeEKICOP0OP0tLPH2xtu6IAmLEEeqc8KyePFi3njjDXr27Fll/1NPPcVzzz3Hyy+/zOLFi8nKymLIkCEUFRXVeC6n08mQIUPYtm0bn332GevXr2fy5MlkZ2fXNTwhRAQqc5f57zfmD2spHCfEkerU5lpcXMzIkSOZPHkyEyZM8O83DIMXXniBhx9+mMsuuwyAd999l8zMTD788ENuu+22as/31ltvkZ+fz4IFC7DbVaGktm3b1iU0IUQE87UsaGiNuiy9vzS/FI4Twq9OLSxjxoxh2LBhDB48uMr+rVu3kpeXx9ChQ/37YmNjGThwIAsWLKjxfF9//TWnnnoqY8aMITMzk+7du/P444/j8XhqfI3D4aCwsLDKJoSIbJW7QhrzLCFfwtKYx/EIcbha/2+YOnUqS5cuZfHixUc8l5en1v/IzMyssj8zM5Pt27fXeM4tW7bw008/MXLkSGbMmMHGjRsZM2YMbrebf/7zn9W+ZtKkSTz22GO1DV8IEcYcbgcgXSG+gceNudqvEIerVQtLTk4OY8eOZcqUKcTF1dy/fPg3I8MwjvptSdd1mjdvzhtvvEGfPn0YPnw4Dz/8MK+++mqNr3nwwQcpKCjwbzk5ObX5UYQQYcg3dsNX6bWxapfWDv6/vfsPirLO4wD+3l8s7MZqgPwKysmSwVAwusEwR8OT9CTpaIrUMS1rKELJxjG9mHCuSWcc5rCOmpyxxriaQXOOjomGEQYynDhUgo61C8ScIwMGT4lFxd0FvvcH7R4EiLD77PPs8n7NPMPy7LNfvt/3LDwfvs/z7APgL//8C/588s+wD9rl7RCRAkypYGloaEB3dzcSExOh1Wqh1Wpx8uRJvPvuu9Bqtc6ZFcdMi0N3d/eYWZeRIiIiMH/+fGg0Gue62NhYdHV1wWazjfsavV4Pk8k0aiEi72YdHJ5h0WtmdsGyM3kn0mPSAQD5X+Uj6XASfvjvDzL3ikheUypYVq5ciebmZjQ1NTmXhx56CBs3bkRTUxPuvfdehIeHo7Ky0vkam82GkydPIjk5ecJ2ly5dira2NgwNDTnXtba2IiIiAn5+M3tqmGgmcRwSmukzLLP9Z6M0sxSfZnyKoIAgNHY14g+f/gE37Dfk7hqRbKZUsAQGBiIuLm7UYjQaERwcjLi4OOdnsuzbtw+lpaUwm83YsmULDAYDNmzY4Gzn2WefxZ49e5zfv/zyy7hy5Qpyc3PR2tqK8vJy7Nu3D6+88or7RkpEiscZlv9TqVTYsHADzC+bEX5HOC7+chEVbRVyd4tINm4/BX3Xrl3o7+9HdnY2enp6kJSUhBMnTiAwMNC5TXt7O9Tq/9dK0dHROHHiBHbs2IFFixbhrrvuQm5uLl5//XV3d4+IFIyfPzJWRGAE5t05D13XunD428PIiM2Qu0tEslAJx53GvJzFYsGsWbPQ29vL81mIvNQ/fvgHnjj6BJZELUHd1jpJf1b9pXoc+OYAgOHLqP01/vDX+iNAFzD8vYuLOy9J/mv9X7G9YjsAYOvirdi6eCuWRC2Z0Zd+k++43f03L/InIsXw5CGhgroC/P3ff5esfY1KM2kBpNfo4afxg06jG/6q1g0vI7/XDK8z6U2wWC34sPFDfNj4ITbHb8aRJ45I1n8ipWHBQkSK4cmTbntv9gIAtiRswaLQRbg5cHPsMjjOut8s/fZ+52PHB74BwKAYxHX7dVy3X5ek/3/7199wKO3QjD9BmWYOFixEpBienGFxFBLr5q/DH2P/6JY2B4cGYR20TlrkjCx27EN22AftsA3anI/tQ79+/+vjUc//+tzS6KUsVmhGYcFCRIrhyZNuHZcIG3QGt7WpUWtgUBvc2iYRDZv23ZqJiNzNk4eErtuGZ1iMfkbJfxYRuY4FCxEphicPCTlmWIw6FixE3oAFCxEphnOGxYPnsPDwDZF3YMFCRIrhyZsf8pAQkXdhwUJEiuE4JCT1SbeOq28AzrAQeQsWLESkGJ46JDTyJoI8h4XIO7BgISLFcJ50K/EhIUfBolaped8iIi/BgoWIFMNTVwk5Trg16oy8Hw+Rl+AHxxGRYjhOut1VtQvmy2b4a/yh1+qd994J0AZg1bxViAuNg16jn3axIcWHxhGRtFiwEJFiBPkHOR8Xf1c87jZ/qv6T87FOrYNeq4deox/3q5/Gb9x1jvsI8QohIu/BgoWIFGP/7/fjd3f9DharBdaB4XvyOO7N85/e/+D498dHbW8fssNus+Mark3r54UaQ93RbSLyABYsRKQYJr0JWxK23HKbmwM3YR2wwjpoHfXVNmgbs26i52yDNgwMDSAjNsMzAyMil7FgISKv4jifhYhmFl4lRERERIrHgoWIiIgUjwULERERKR4LFiIiIlI8FixERESkeCxYiIiISPFYsBAREZHisWAhIiIixWPBQkRERIrHgoWIiIgUjwULERERKR4LFiIiIlI8FixERESkeD5zt2YhBADAYrHI3BMiIiK6XY79tmM/PhGfKVj6+voAANHR0TL3hIiIiKaqr68Ps2bNmvB5lZispPESQ0ND6OjoQGBgIFQqldzdUSyLxYLo6Gj89NNPMJlMcnfH6zA/1zA/1zA/1zA/10iVnxACfX19iIyMhFo98ZkqPjPDolarERUVJXc3vIbJZOIvrAuYn2uYn2uYn2uYn2ukyO9WMysOPOmWiIiIFI8FCxERESkeC5YZRq/XIz8/H3q9Xu6ueCXm5xrm5xrm5xrm5xq58/OZk26JiIjId3GGhYiIiBSPBQsREREpHgsWIiIiUjwWLERERKR4LFh8TGtrK9LT0xESEgKTyYSlS5eipqbG+fx3332H9evXIzo6GgEBAYiNjcU777wzabtWqxXbtm1DSEgIjEYj1q1bh0uXLkk5FFlMlh8A5ObmIjExEXq9HgkJCbfVbldXFzZt2oTw8HAYjUY8+OCDOH78uAQjkJdU+QFAXV0dUlJSYDQaMXv2bKxYsQL9/f1uHoG8pMwPGP5E0TVr1kClUuHzzz93X8cVQor8rl69im3btiEmJgYGgwF33303tm/fjt7eXolGIR+p3n/u2n+wYPExa9euxcDAAKqrq9HQ0ICEhASkpaWhq6sLANDQ0IA5c+bgk08+wblz5/DGG29gz549KCoqumW7r776KkpLS1FSUoJTp07h2rVrSEtLw+DgoCeG5TGT5QcM/9F//vnnkZmZedvtbtq0CS0tLSgrK0NzczMyMjKQmZmJxsZGKYYhG6nyq6urw+rVq5GamorTp0/jzJkzyMnJueXHeHsjqfJzOHjwoE/fukSK/Do6OtDR0YGCggI0NzfjyJEjqKiowNatW6Uahmykev+5bf8hyGdcvnxZABBff/21c53FYhEARFVV1YSvy87OFo8++uiEz//yyy9Cp9OJkpIS57qff/5ZqNVqUVFR4Z7OK8BU88vPzxfx8fG31bbRaBTFxcWj1gUFBYnDhw+71GclkTK/pKQkkZeX566uKpKU+QkhRFNTk4iKihKdnZ0CgCgtLXVDr5VD6vxGOnbsmPDz8xN2u3263VUcqfJz5/7Dt/49meGCg4MRGxuL4uJiXL9+HQMDAzh06BDCwsKQmJg44et6e3sRFBQ04fMNDQ2w2+1ITU11rouMjERcXBy++eYbt45BTtPN73Y88sgjOHr0KK5evYqhoSGUlJTAarVixYoV7um8AkiVX3d3N+rr6xEaGork5GSEhYVh+fLlOHXqlBt7Lz8p3383btzA+vXrUVRUhPDwcDf1WFmkzO+3ent7YTKZoNX6zO34JMvPnfsP30mboFKpUFlZifT0dAQGBkKtViMsLAwVFRWYPXv2uK+pq6vDsWPHUF5ePmG7XV1d8PPzw5133jlqfVhY2KipQm83nfxu19GjR5GZmYng4GBotVoYDAaUlpZi3rx57um8AkiV348//ggA2Lt3LwoKCpCQkIDi4mKsXLkSZrMZ999/v5tGIC8p3387duxAcnIy0tPT3dNZBZIyv5GuXLmCt956C1lZWW5rUwmkys+d+w/OsHiBvXv3QqVS3XI5e/YshBDIzs5GaGgoamtrcfr0aaSnpyMtLQ2dnZ1j2j137hzS09Px5ptvYtWqVVPulxDCK46HS5XfVOTl5aGnpwdVVVU4e/YsXnvtNTz11FNobm520yilI3d+Q0NDAICsrCw899xzWLx4MQoLCxETE4OPPvrIXcOUjNz5lZWVobq6GgcPHnTfoDxI7vxGslgsWLt2LRYsWID8/Hy3tCk1JeU30nT2H5xh8QI5OTl45plnbrnN3LlzUV1djS+++AI9PT3OW3+///77qKysxMcff4zdu3c7t//++++RkpKCF198EXl5ebdsOzw8HDabDT09PaOq5O7ubiQnJ7swMs+QIr+puHDhAoqKimA2m/HAAw8AAOLj41FbW4v33nsPH3zwwbTa9RS584uIiAAALFiwYNT62NhYtLe3T6tNT5I7v+rqaly4cGHMf8lPPvkkli1bhq+++mpa7XqK3Pk59PX1YfXq1bjjjjtQWloKnU7nUnueInd+7tx/sGDxAiEhIQgJCZl0uxs3bgDAmCsn1Gq1879UYHhmJSUlBZs3b8bbb789abuJiYnQ6XSorKzE008/DQDo7OyE2WzGgQMHpjIUWbg7v6maqF2NRuNSu54id35z585FZGQkWlpaRq1vbW3FmjVrpt2up8id3+7du/HCCy+MWrdw4UIUFhbi8ccfn3a7niJ3fsDwzMpjjz0GvV6PsrIy+Pv7u9SeJ8mdn1v3H1M6RZcU7fLlyyI4OFhkZGSIpqYm0dLSInbu3Cl0Op1oamoSQghhNpvFnDlzxMaNG0VnZ6dz6e7udrZz6dIlERMTI+rr653rXnrpJREVFSWqqqrEt99+K1JSUkR8fLwYGBjw+Dilcjv5CSHE+fPnRWNjo8jKyhLz588XjY2NorGxUVitViHE2PxsNpu47777xLJly0R9fb1oa2sTBQUFQqVSifLyclnGKgWp8hNCiMLCQmEymcRnn30mzp8/L/Ly8oS/v79oa2vz+DilImV+vwUfvUpIivwsFotISkoSCxcuFG1tbaP+bvLv3+29/9y1/2DB4mPOnDkjUlNTRVBQkAgMDBRLliwRX375pfP5/Px8AWDMcs899zi3uXjxogAgampqnOv6+/tFTk6OCAoKEgEBASItLU20t7d7cGSeMVl+QgixfPnycTO8ePGiEGL8/FpbW0VGRoYIDQ0VBoNBLFq0aMxlzr5AqvyEEGL//v0iKipKGAwG8fDDD4va2loPjcpzpMxvJF8sWISQJr+amppxtx/5Gl8h1fvPXfsPlRBCTG1OhoiIiMizeJUQERERKR4LFiIiIlI8FixERESkeCxYiIiISPFYsBAREZHisWAhIiIixWPBQkRERIrHgoWIiIgUjwULERERKR4LFiIiIlI8FixERESkeCxYiIiISPH+BxOJ0rkw+tdIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"FIG D: In this block, we will visualize the change in HD shape by adding on no-split rules\")\n",
    "print(\"The example we'll do is Congressional district centered southeast of Akron in Summit County.\")\n",
    "#print(\"Let's first ID some candidate HD centers\")  #already narrowed to Tract 154\n",
    "hc = 76  #summit   N. county75 might also work\n",
    "cCP = countyGeom[hc].centroid\n",
    "cList = [75,76,66]\n",
    "cColor = [0.96, 0.93, 0.9]  #shades of gray\n",
    "mList = [1490, 1708, 1710, 1844]  #Akron, Canton, Massillon, Alliance\n",
    "\n",
    "tList = [154] #list()  #AFTER GOING THRU THIS ONCE, WE FOCUS ON THIS TRACT\n",
    "#narrowedTlist = list()\n",
    "#for t in activeHD15s:\n",
    "#    if HDCP15[t].x > countyGeom[hc].centroid.x and HDCP15[t].y < countyGeom[hc].centroid.y :\n",
    "#        if countyGeom[hc].contains(HDCP15[t]):\n",
    "#            tList.append(t)\n",
    "#print(\"I identified\",len(tList),\"candidate HD centers in the SE corner of county\",hc) \n",
    "for t in tList:\n",
    "    muni0usedVTDs = [0]*len(HDTL_lists)  #how many Akron vtds used in each tractList.  If different, we flag for plotting\n",
    "    HDgeom = [dummyPoly]*len(HDTL_lists)\n",
    "    for j,L in enumerate(HDTL_lists):\n",
    "        vLIST = L[t]\n",
    "        HDgeom[j] = HDCP15[t]\n",
    "        for v in vLIST:\n",
    "            HDgeom[j] = HDgeom[j].union(tractGeom[v])\n",
    "            if v in muniTractList[mList[0]]:   #Akron \n",
    "                muni0usedVTDs[j] += 1\n",
    "    if muni0usedVTDs[0] != np.average(muni0usedVTDs) :  #divergence in Akron usage across these lists.  plot these\n",
    "        print(\"Home District\",t,\"cuts through Akron for some of the HDtractLists\")\n",
    "        #fillplot(CensusGeom[t],0.1,0.1,0.1)  #plotPoly(HDCP15[t].buffer(0.02))\n",
    "        #plt.text(HDCP15[t].x-0.01,HDCP15[t].y,\"HDcp\")\n",
    "        plotPoly(HDCP15[t].buffer(0.007) )  #fillplot(HDCP15[t].buffer(0.007), 0.1,0.1,0.1)\n",
    "        #narrowedTlist.append(t)        \n",
    "        for i,cc in enumerate(cList):\n",
    "            fillplot(countyGeom[cc], cColor[i], cColor[i],cColor[i] )\n",
    "            x,y = countyGeom[cc].exterior.xy\n",
    "            plt.plot(x,y,color=\"black\",linewidth=0.4)\n",
    "        for j,L in enumerate(HDTL_lists):\n",
    "            plotPoly(HDgeom[j])\n",
    "        for m in mList:\n",
    "            fillplotLean(muniGeom[m], muniLean[m])\n",
    "\n",
    "        lineAngle = [0.1* math.pi, 0.4*math.pi, 0.25*math.pi]\n",
    "        nLines = [20,50,40]\n",
    "        for i,cc in enumerate(cList):\n",
    "            xMin = -86.  #could update these with bounding box\n",
    "            xMax = -80.0\n",
    "            yMin = 40.5\n",
    "            yMax = 44.\n",
    "            for lineNo in range(nLines[i]):\n",
    "                xLeft = xMin + (xMax - xMin)* float(lineNo)/nLines[i]\n",
    "                yBottom = yMin # + (yMax - yMin) * float(lineNo)/nLines\n",
    "                xRight = xLeft + (xMax - xMin) * math.cos(lineAngle[i])\n",
    "                yTop = yBottom + (yMax - yMin) * math.sin(lineAngle[i])\n",
    "                #print(xLeft,yBottom,xRight, yTop)\n",
    "                LINE = LineString([(xLeft,yBottom),(xRight,yTop)])\n",
    "                fatLine = LINE.buffer(0.0001)\n",
    "                #plotPoly(fatLine)\n",
    "                #print(list(LINE.coords))\n",
    "                if fatLine.intersects(countyGeom[cc]):\n",
    "                    intersxn = fatLine.intersection(countyGeom[cc])\n",
    "                    #x,y = intersxn.exterior.xy\n",
    "                    #x,y = fatLine.exterior.xy\n",
    "                    plotPolyLW(intersxn,0.2)\n",
    "        plt.show()\n",
    "        print(\"now, plot original vtd-snapped on county background, then muni- and county together, per Daryl idea\")\n",
    "        countyPlotList = [75, 66, 76, 84]\n",
    "        #countyExteriorUnion = countyGeom[countyPlotList[0]].exterior\n",
    "        #for c in countyPlotList:\n",
    "        #    countyExteriorUnion = countyExteriorUnion.union(countyGeom[c].exterior)\n",
    "        #x,y = countyExteriorUnion.xy\n",
    "        fillplot(HDCP15[t].buffer(0.007),0.,0.,0. )\n",
    "        for c in countyPlotList:\n",
    "            x,y = countyGeom[c].exterior.xy\n",
    "            plt.plot(x,y, color=\"black\",linewidth=0.4)\n",
    "        L = HDTL_lists[0] #vtd-based\n",
    "        vLIST = L[t]\n",
    "        vtdBasedGeom = HDCP15[t]\n",
    "        for v in vLIST:\n",
    "            vtdBasedGeom = vtdBasedGeom.union(tractGeom[v])\n",
    "        plotPolyLWcolor(vtdBasedGeom,2.,\"orange\")\n",
    "        for m in mList:\n",
    "            fillplotLean(muniGeom[m], muniLean[m])\n",
    "        plt.show()      \n",
    "        \n",
    "        fillplot(HDCP15[t].buffer(0.007),0.,0.,0. )\n",
    "        #plotPolyLWcolor(HDCP15[t].buffer(0.007),1,\"blue\" )\n",
    "        L = HDTL_lists[1] #muni-based\n",
    "        vLIST = L[t]\n",
    "        muniBasedGeom = HDCP15[t]\n",
    "        for v in vLIST:\n",
    "            muniBasedGeom = muniBasedGeom.union(tractGeom[v])\n",
    "        plotPolyLWcolor(muniBasedGeom, 1.5,\"green\")\n",
    "        L = HDTL_lists[2] #county-based\n",
    "        vLIST = L[t]\n",
    "        countyBasedGeom = HDCP15[t]\n",
    "        for v in vLIST:\n",
    "            countyBasedGeom = countyBasedGeom.union(tractGeom[v])\n",
    "        plotPolyLWcolor(countyBasedGeom,1.5,\"red\")       \n",
    "        for m in mList:\n",
    "            fillplotLean(muniGeom[m], muniLean[m])\n",
    "        \n",
    "        for c in countyPlotList:\n",
    "            x,y = countyGeom[c].exterior.xy\n",
    "            plt.plot(x,y, color=\"black\",linewidth=0.5,ls=\"dotted\")\n",
    "        plt.show()\n",
    "        \n",
    "    \n",
    "        \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ff3d17ae-6641-4394-bb2e-72b405b175cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prep for Fig H. In this block, we visualize the local HD lean before and after enforcing no-split\n",
      "For the first plot, we narrow the region to HDs that incorporated a minimum fraction of a city's pop\n",
      "Remember, we already computed the HDvGOP's for these two sets of tract lists from their dLeans files\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above are the HDleans based on the original (any-split) HDtractLists.  Below is for 0-1muni split ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Prep for Fig H. In this block, we visualize the local HD lean before and after enforcing no-split\")\n",
    "print(\"For the first plot, we narrow the region to HDs that incorporated a minimum fraction of a city's pop\")\n",
    "print(\"Remember, we already computed the HDvGOP's for these two sets of tract lists from their dLeans files\")\n",
    "\n",
    "tgtM = 1490  #target muni = Akron\n",
    "altM = 1708  #plot Canton as well\n",
    "hc = 76  #summit \n",
    "muniCtr = muniGeom[tgtM].centroid\n",
    "maxDist = 1.3 #only HD centers this close to the city center are likely to intersect the city\n",
    "minFrac = 0.05 #minimum fraction of city pop captured in orig HD to plot this HD's lean. \n",
    "plotList = list()\n",
    "boundPoly = Polygon([(-81.1,41.5),(-81.9,41.5),(-81.9, 40.5),(-81.1,40.5)])\n",
    "for h in activeHD15s:\n",
    "    if HDCP15[h].distance(muniCtr)  < maxDist:\n",
    "        inHDpop = 0.\n",
    "        for v in A_HDTL[h]:  #A_HDTL, B_HDTL\n",
    "            if v in muniTractList[tgtM]:\n",
    "                inHDpop += tractPop[v]\n",
    "        if HDCP15[h].distance(muniCtr) < 0.8 : # and inHDpop / muniPop[tgtM] > minFrac    #fiddling with plot boundary\n",
    "            chill = \"do nothing\"\n",
    "    if boundPoly.contains(HDCP15[h]):\n",
    "        plotList.append(h)\n",
    "plotPoly(muniGeom[tgtM])\n",
    "plotPoly(muniGeom[altM])\n",
    "plotPoly(countyGeom[hc])\n",
    "for h in plotList:\n",
    "    fillplotLean(CensusGeom[h], HD15vGOP[0][h])\n",
    "plt.show()\n",
    "print(\"above are the HDleans based on the original (any-split) HDtractLists.  Below is for 0-1muni split ...\")\n",
    "plotPoly(muniGeom[tgtM])\n",
    "plotPoly(muniGeom[altM])\n",
    "plotPoly(countyGeom[hc])\n",
    "for h in plotList:\n",
    "    fillplotLean(CensusGeom[h], HD15vGOP[1][h])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ef20f9a-c286-4f66-9b38-b6f2d0d4faf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"SEE Akron_envelope.ipynb for finer graphing of above, using bg-based Trump HD leans\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b2815fa9-6397-46fc-8731-48b5145670e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAJiGYAEAAExDsAAAAKYhWAAAANMQLAAAgGkIFgAAwDQECwAAYBqCBQAAMA3BAgAAmIZgAQAATEOwAAAApiFYAAAA0xAsAACAaQgWAADANAQLAABgGoIFAAAwDcECAACYhmABAABM06tgsXDhQlksFj300EMmlQMAAAayoIPFxx9/rGeffVZnnnmmmfUAAIABLDKYQQ0NDfre976n5557Tr/5zW/MrgkA0A8Mw1Bzq6e/y0AvxURZZbFY+m3+oILF/fffr6uvvlqXX355t8HC6XTK6XR62w6HI5gpAQAhZBiGZj6zWZ8cONbfpaCXpgxP0as/yu+3cBFwsFi5cqW2b9+ujz/+uEfbL1y4UAsWLAi4sKCsWtU38wDo2vXX93cFCEJzq4dQcYrYduCYmls9irUFde6g1wKatbS0VHPmzNE777yj6OjoHo2ZN2+eHn74YW/b4XAoJycnsCoBAH1m239crlibtb/LQICaXB5N+c0/+7uMwILFJ598oiNHjmjy5MnePo/Ho/fff19PPfWUnE6nrFbfH0a73S673W5OtQCAkIu1Wfvtr10MfAH95Fx22WXasWOHT9+dd96psWPH6uc//3mHUAEAAMJLQMEiISFBEyZM8OmLi4tTWlpah34AABB+WHkTAACYptcfoq1fv96EMgAAwKmAMxYAAMA0BAsAAGAa7ieCJKmkslKF+/errKZGDS0tykpJ0fDBg3X+mDGKiuTHBADQM7xjhLnXNm/W4v/9X23eu7fTr6fGx2vW1Kn61U03aVBiYkhrueQ//1Mbdu0Kevzz99+vO6ZN63a79Tt36tLHHw96nuGDB2v/M88EPR4ATmUEizDV0NysHy5dqpUffnjC7WoaGrR07Vqt2rpVL8yerW9OnNhHFQIABiKusQhDHo9HsxYv7hAqBicmavpZZ+m7+fmaNGKEzwNsKmtrNWPRIn2wZ09flwsAGEA4YxGG5r74ot7avt3bjoqM1OLbb9c9V1whW1SUt393aanuXrrU+zGJs7VV1y5apB1PPqmslJSQ11mydGlA2w9KSAhqnjlXX62Hvv3tHm8fyQqzANAlgkWYKa6o0P+89ZZP36s//almnHtuh23PyMnRu48/rssWLPCGi+r6ei145RU9c++9Ia/1tPT0kM8hSclxcX02FwCc6vgoJMwsePVVtbrd3vYdl17aaag4LsZu1/LZs2Vrd2fIsnffVXFFRUjrBAAMTASLMNLsdOq1zZt9+n5+7bXdjhs9ZIiubRc+3B6PVnzwgdnlAQBOAQSLMLK2sFBNTqe3nT9mjMZmZ/do7J1+t3Gu2rLF1NoAAKcGgkUYWVNY6NO+ZPz4Ho+9cNw4n4sWC0pKVFlba1JlAIBTBcEijOw8eNCnnT96dI/HxkVHK2/YMJ++XaWlptQFADh1cFdIGNlz6JBPe1RWVkDjR2ZmqqCkxNveXVqqaXl5ptTWmTnLlmlzUZH2Hzmi2qYmxUdHKy0+XmOHDtWFZ5yha889V6OHDOn1PO/t3KnPDhxQYUmJjjgc8rS1KTU+XpnJycofPVqXTpiga845h6XNAaAH+E0ZJmrq61XT0ODTN2zQoID24b/9vvLyXtd1In/wuy32WEODjjU06IuKCv3/n3yieX/7m2acc45+9/3va2RmZtDzvL97d4e+spoaldXUaHtxsZasWaPstDTNve463XfllT4LhwEAfPFRSJiobWz0acfa7YqLjg5oH+lJST7tuqamXtfVG21tbXpj61ZN+tnP9Lrf3S5mO1Rdrdl/+pO+s3Bhh2MJAPgaZyzCRENLi087xmYLeB/+Y+qbm3tVU1fyhg3TVZMm6ezTTtOorCwlx8bK6XbrSF2dNu/dq5c//FA72l0v4mhq0qzFi7V67lx9a/LkHs+TGBury/PydPH48Rqfk6P0pCTF2Gw61tioorIyrfv0U728aZNaXC7vmDc/+UTXLlqkd375S59VSgEAXyFYhAn/YBEdxJuif7Dw32dv3XLBBVpy990a73eRaHvT8vL02MyZ+tv77+vHzz7rDTeetjbNWrxYn//hDxqalnbCeTKTk/X8/ffrpgsuUHQXAeucUaP0vYsu0m9vvVU/WLJEbxcUeL+2YdcuzX3xRS2+884gvksAOLXxUUiYCuY6gVBfW3DP9OknDBXtfe+ii/Tu/PmKtdu9fQ0tLVrwyivdjh2bna07pk3rMlS0l5mSojcfe0zfzc/36V+yZo1KKit7VCsAhBOCRZiI97ueornd6f2e8h/jv8++ds6oUfrNzTf79L2wfr0aTT6TYrFYtPyBB3wevOZyu7Xs3XdNnQcATgUEizARkmARE9Ormsxw35VXKjE21tt2ud16b+dO0+eJtdv14Le+5dPnv+AYAIBgETaS4uJ82k1OZ8B/2R+pq/NpJ7d7Q+8v9qgoXeq3guhnBw6EZK4rJ070ae8I0TwAMJARLMJEWkKCUuLjffoOVlUFtI8DR4/6tE8PcIGtUPF/5PlRh6NP5nG53arj1lMA8EGwCCPjhg71aX8R4AJXxX4XK47r4QPMQs3/bpVgPuYJZp5QzgUAAxXBIoxM8LvjYnNRUY/HNra0dPiIwX9//aWqvt6nPSghITTzdHImJC1EcwHAQEWwCCP+1wis37Wrx2M37tkjt8fjbU/MzVVGcrJZpfXKVr+ANCQ1NTTz7Nvn0x6cmMjzQwDAD8EijHzz7LN9Tudv3rtXn/s9mKwry997z6d93XnnmVpbsHYcOOCzCqcU2OPgA7Fi48Y+mQcABjKCRRiJtds102+hp0V//3u344rKyvTG1q3edqTVqlsuvNDs8gLm8Xj0k+ef9+kblZmpM3JyTJ9r/c6dWtXuGEjSjHPPNX0eABjoCBZhZv6NN/qcvl/+3nta/fHHXW7f4nLpzqeeksvt9vbdddll3T5N1HLDDT6v9d2sLfH/vfWWzzM5uuNqbdUPn3lG7+7Y4dP/+I03nnDcO4WF+nT//h7PI331UcsNv/udDMPw9o0ZMkSzpk4NaD8AEA4IFmFmRGam5vgt9DTziSf01FtvydXa6tO/59AhXTZ/vjbt3evtS0tI6PbNOxgPLlum3B//WD974QVtLSryuZ6jPbfHo3989JHOmzdPz//rXz5fu/zMM/W9iy464Tyb9u7VxEce0ZW//rWW/+tfHdbmaK+0qko/e+EFXfjLX/o8cj4qMlJP33OPIq3WAL5DAAgPXHkWhn57663aVVrqfbBWq9utB5Yt069fe02TRoxQQnS0io8c0fbiYp+/0m2RkXrj0Ud9lrY2U0VtrZ5YvVpPrF4te1SUxufkKCslRUmxsWp1u3XE4dAnX37Z6cPPpowcqVWPPtqj55kYhqG1hYVa+++VM4empmrM0KFKjo1VjN2uusZGFZWXq6isrMNYa0SE/nzffZqWl9fr7xcATkUEizBktVr1yk9/qruXLtXLH37o7T9SV6c17Z7i2V56UpJeeOABXXjGGX1So7O1VduLi7vdzmKx6IGrrtKi227r0UPFOnO4pkaHa2q63W5ERob+8uCDmjp2bFDzAEA4IFiEqfiYGK18+GHNzM/X71ev1pYu1rRIjY/XrKlTtWDWLA1OSgpZPb/7/vf13s6d2rpvn6r91qXozODERN14/vmafdVVGhvAQl3XnHOOjjoc2rh7t3YfOiRPW9sJt4+0WnXuqFG6d/p0zZo6VfYgHjcPAOGEYBHmZubna2Z+vkoqK7W9uFhlx46psaVFmcnJGj54sKaOHStbEG+mxuuvB7T9IzNm6JEZMyRJh6qrtffwYR2qrlZ1fb2aXS5ZIyKUEh+vQQkJOjs3t9uLR7syacQITRoxQtJXF6buPnRIB44eVfmxY6pvblarx6P46GilxMUpNz1dU0aN8nk0OwDgxAgWkCTlZmQoNyOjv8uQJGWnpSk7LS3k80TbbD5BAwDQe9wVAgAATEOwAAAApiFYAAAA0xAsAACAaQgWAADANAQLAABgGoIFAAAwDcECAACYhmABAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGAaggUAADBNQMFi6dKlOvPMM5WYmKjExETl5+fr7bffDlVtAABggAkoWGRnZ+u3v/2ttm3bpm3btmnatGmaMWOGdu3aFar6AADAABIZyMbf+c53fNr/9V//paVLl2rLli0aP368qYUBAPqOYXz9300uT/8VgqCdLP9uAQWL9jwej1599VU1NjYqPz+/y+2cTqecTqe37XA4gp0SABAiza1fvylN+c0/+7ESDHQBB4sdO3YoPz9fLS0tio+P1xtvvKEzzjijy+0XLlyoBQsW9KrIHrv++r6ZBwCAk9SU4SmKibL22/wWw2h/Aqx7LpdLBw8eVG1trV5//XX96U9/0oYNG7oMF52dscjJyVFdXZ0SExN7Vz0AwBSGYai60SVJiomyymLp54IQtK/+/cz/B3Q4HEpKSur2/TvgYOHv8ssv18iRI/XHP/7R1MIAAMDJo6fv371ex8IwDJ8zEgAAIHwFdI3FL37xC1111VXKyclRfX29Vq5cqfXr12vNmjWhqg8AAAwgAQWLyspK3XbbbSovL1dSUpLOPPNMrVmzRldccUWo6gMAAANIQMFi2bJloaoDAACcAnhWCAAAMA3BAgAAmIZgAQAATEOwAAAApiFYAAAA0xAsAACAaQgWAADANAQLAABgGoIFAAAwDcECAACYhmABAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGAaggUAADANwQIAAJiGYAEAAExDsAAAAKYhWAAAANMQLAAAgGkIFgAAwDQECwAAYJrI/i7ATKtW9XcFAK6/vr8rANCfOGMBAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGAaggUAADDNKbWOBYJXWVmi/fsLVVNTppaWBqWkZGnw4OEaM+Z8RUZG9Xd5AIABgmAR5jZvfk3/+7+LtXfv5k6/Hh+fqqlTZ+mmm36lxMRBfVxdR05nk37ykzxVVhb79F9yye164IHlPdrHzp3r9fjjlwZdw+DBw/XMM/uDHg8ApzKCRZhqbm7Q0qU/1Icfrjzhdg0NNVq7dqm2bl2l2bNf0MSJ3+yjCju3YsVjHUIFAODkwTUWYcjj8Wjx4lkdQkVi4mCdddZ05ed/VyNGTJLFYvF+rba2UosWzdCePR/0dbleRUVb9NZbf+i3+QEA3eOMRRh68cW52r79LW87MjJKt9++WFdccY+iomze/tLS3Vq69G7vxyStrU4tWnStnnxyh1JSsvq05tZWl5YsuUttbW2SpJiYBDU315uy76uvnqNvf/uhHm9vtfK/DQB0hd+QYaaiolhvvfU/Pn0//emrOvfcGR22zck5Q48//q4WLLjMGy7q66v1yisLdO+9z/RJvce9+uqvdOjQbklfXeOQn/9drV79hCn7jotLVnr6aabsCwDCHR+FhJlXX10gt7vV27700js6DRXH2e0xmj17uSIjvz6T8e67y1RR0XfXOezf/6n+/vdF3vY99yxVdHRcn80PAOg5gkUYcTqbtXnzaz591177827HDRkyWueee6237fG49cEHK8wur1Mej1tLlvxAHo9bknTBBTdr0qSr+mRuAEDgCBZhpLBwrZzOJm97zJh8ZWeP7dHYadPu9Glv2bLK1Nq68o9//E7FxdslfXXr6w9+8N99Mi8AIDgEizBSWLjGpz1+/CU9Hjtu3IU+Fy2WlBSotrbSrNI6dfjwXr3yygJv+/bbf6+kpPSQzgkA6B2CRRg5eHCnT3v06Pwej42OjtOwYXk+faWlu0ypqzNtbW16+um71NrqlCTl5U3TtGl3hGw+AIA5uCskjBw6tMennZU1KqDxmZkjVVJS4G2Xlu5WXt40U2rz9/bbT+nzzz+UJNlsMbr33j+GZB5J2rnzPR048JlKSgrlcBxRW5tH8fGpSk7O1OjR+Zow4VKdc841LG0OAD1AsAgT9fU1amio8ekbNGhYQPvw3768fF+v6+rMkSP7tWLFL7ztG298POAQFIjdu9/v0FdTU6aamjIVF2/XmjVLlJaWreuum6srr7zPZ+EwAIAvPgoJE42NtT5tuz024Fs2/a9vaGqq621ZnVq69IdqaWmUJJ122lm65pqfhmSeQFRXH9Kf/jRbCxd+p8OxBAB8jTMWYaKlpcGnbbPFBLwP/zFmrXzZ3j//uUyfffZPSVJERIR+/OPnQrbSZWxsovLyLtf48RcrJ2e8kpLSZbPFqLHxmMrKivTpp+u0adPLcrlavGM++eRNLVp0rX75y3d8VikFAHyFYBEm/INFVFR0wPvwDxb+++ytmpoy/eUvj3jb3/rWgxo16hxT55Ck5ORM3X//87rggptks3V+HEaNOkcXXfQ93Xrrb7VkyQ9UUPC292u7dm3Qiy/O1Z13Lja9NgAY6PgoJEwFc51AqK8tePbZ+7wfMwwePFw33/ybkMyTnT1W06bd0WWoaC8lJVOPPfam8vO/69O/Zs0SVVaWhKQ+ABjICBZhIjo63qftcjUHvA//Mf777I0PPlipjz/+h7d9Mi3bbbFY9MADy30evOZ2u/Tuu8v6sSoAODkFFCwWLlyoc845RwkJCUpPT9e1116rvXv3hqo2mCgUwSImxpxg4XBUadmyB73tk3HZbrs9Vt/61oM+ff4LjgEAAgwWGzZs0P33368tW7Zo3bp1crvdmj59uhobG0NVH0wSF5fk03Y6m7x3XvRUXd0Rn3ZsbHJvy5IkLVv2oByOo5JO7mW7J0680qd94MCOfqoEAE5eAV28uWaN719ozz//vNLT0/XJJ5/ooosuMrUwmCshIU3x8SlqaDjm7auqOqjs7HE93sfRowd82llZp/e6rsOH9+qDD17ytr/97YfkdDbpyJH9Jxznf8tnS0uDzxiLJUKDBwe2Tkd3/B+t7na71NhY1yG0AUA469VdIXV1X61jkJqa2uU2TqdTTqfT23Y4HL2ZEr0wdOg47d27ydsuL/8ioGBRWen7qPRAxnbF/+OVlSv/UytX/mfA+9my5XVt2fK6tx0bm6S//rW2t+X56OwWXZermWABAO0EffGmYRh6+OGHdcEFF2jChAldbrdw4UIlJSV5Xzk5OcFOiV4aNsz336moaHOPx7a0NOrAgc9OuL9TncNR1aEvISGtHyoBgJNX0MFi9uzZ+uyzz/TSSy+dcLt58+aprq7O+yotLQ12SvSS/zUCu3at7/HYPXs2yuNxe9u5uROVnJxhVmkDwr59W33aiYmDeX4IAPgJ6qOQBx54QKtXr9b777+v7OzsE25rt9tlt9uDKg7mOvvsb8pmi/F+/LB372YdOvS5srPHdjv2vfeW+7TPO+86U2rKzT1br79uBDzu5Zfn+zxS/ZJLbtcDDyw3paaubNy4wqcdyGPnASBcBHTGwjAMzZ49W6tWrdK//vUv5ebmhqouhIDdHqv8/Jk+fX//+6Jux5WVFWnr1je8bas1UhdeeIvp9Z3Mdu5cr61bV/n0nXvujH6qBgBOXgEFi/vvv18vvviiVqxYoYSEBFVUVKiiokLNzYGviYD+ceON831O37/33nJ9/PHqLrd3uVr01FN3yu12efsuu+wuZWaOPOE8N9xg8Xnt3Lm+17WbobDwHe3f/2lAY4qKtup3v7tBhvH1mZUhQ8Zo6tRZZpcHAANeQMFi6dKlqqur0yWXXKKsrCzv6+WXXw5VfTBZZuYIfetbc3z6nnhipt566ym1trp8+g8d2qP58y/zuZMkISFNN974eJ/UGgp7927SI49M1K9/faX+9a/lHdbmaK+qqlQvvPAz/fKXF/o8cj4yMkr33PN0yB6OBgADWUC/Gdv/xYaB69Zbf6vS0l3eB2u53a1atuwBvfbarzVixCRFRyfoyJFiFRdv9/k3j4y06dFH3/BZ2nogMgxDhYVrVVi4VpKUmjpUQ4eOUWxssuz2GDU21qm8vEhlZUUdxkZEWHXffX9WXt60vi4bAAYE/uQKQ1arVT/96StauvRuffjh12eb6uqOqKCg82Wqk5LS9cADL+iMMy7sqzL7TE3NYdXUHO52u4yMEXrwwb9o7NipfVAVAAxMBIswFRMTr4cfXqn8/Jlavfr3Kira0ul28fGpmjp1lmbNWqCkpMF9XKX5zjnnGjkcR7V790YdOrRbbW2eE25vtUZq1KhzNX36vZo6dZaiorjDCQBOxGL08ecbDodDSUlJqqurU2Jioqn7XrWq+23QucrKEhUXb9exY2VqaWlUcnKmBg8errFjpyoqytbf5YWEy9WiQ4d26+jRAzp2rFzNzfXyeFoVHR2vuLgUpafnatSoKbLbY/u71AHl+uv7uwIAodDT92/OWECSlJGRq4yM8Lp92GaL1ogRkzRixKT+LgUAThlBr7wJAADgj2ABAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGAaggUAADANwQIAAJiGYAEAAExDsAAAAKYhWAAAANMQLAAAgGkIFgAAwDQECwAAYBqCBQAAMA3BAgAAmIZgAQAATEOwAAAApiFYAAAA00T2dwFmuv76/q4AAIDwxhkLAABgGoIFAAAwDcECAACYhmABAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGAaggUAADANwQIAAJiGYAEAAExDsAAAAKYhWAAAANMQLAAAgGkIFgAAwDQECwAAYBqCBQAAMA3BAgAAmIZgAQAATEOwAAAApiFYAAAA0xAsAACAaQgWAADANAQLAABgmoCDxfvvv6/vfOc7GjJkiCwWi/7+97+HoCwAADAQBRwsGhsbddZZZ+mpp54KRT0AAGAAiwx0wFVXXaWrrroqFLUAAIABLuBgESin0ymn0+ltOxyOUE8JAAD6SciDxcKFC7VgwYJQTyNJuvLKPpkGwAmsWdPfFQDoTyG/K2TevHmqq6vzvkpLS0M9JQAA6CchP2Nht9tlt9tDPQ0AADgJsI4FAAAwTcBnLBoaGvTFF1942yUlJSosLFRqaqqGDRtmanEAAGBgCThYbNu2TZdeeqm3/fDDD0uSbr/9di1fvty0wgAAwMATcLC45JJLZBhGKGoBAAADHNdYAAAA0xAsAACAaUJ+uykGhqamEtXXF8rpLJPb3SC7PUsxMcOVnHy+IiKi+rwel6tGjY2fq6WlVC5XpTyeRklSZGSSbLYMJSZOVGzsiD6vCwBwYgSLMFdR8ZoOHFis2trNnX49KipVmZmzNGrUr2SzDQpZHW53gw4efEq1tZvlcHwsp7O82zHR0dkaMuT7GjbsQdntGT2eq6ZmvT7++NLuN+xy3uG6+OL9QY8HgFMZH4WEKbe7QZ9+erM+/fS7XYYKSWptrVFp6VJ9+OEEVVWtDVk9TmeF9u2bp6NHV/coVEhSS8shFRf/H33wwRgdPrw8ZLUBAHqOMxZhyDA8+vTTWaqqesun32YbrISEiYqMTFJz85dyOAokfXUHkMtVqYKCGZoy5Z9KSbmgT+qMikpVbOzpstszZbXGq63NKaezQvX1n8rjqfdu53bXaefOO9XaWq3TTvtpn9QGAOgcwSIMFRXN9QkVFkuUxoxZrJycexQRYfP2NzTs1q5dd3vPaLS1OVVQcK2mTt0huz3L9LpstnQNHny10tKuUHLy+YqJGd7pdm1trTpyZLWKin6u5uYvvf179z6q5OQLlJx8XkDzDhs2R6ed9lCPt7dY+N8GALrCb8gw09RUrAMH/sen7+yzX1V6+owO28bHn6EpU97Vtm2XecNFa2u1vvhigcaPf8bUumJjc3XJJeWyWLr/dC4iIkqZmTcoLW2aPvroIjU07Pz3V9r05ZfzNXny2wHNHRWVrJiY0wIvGgDQAddYhJkvv1wgw2j1tocMuaPTUHGc1RqjCROWy2L5+kzG4cPL1NRUbGpdFou1R6GivaioFI0d6xuSqqv/Kbe7vosRAIBQI1iEEY+nWZWVr/n05eb+vNtxcXGjlZFxrbdtGG6Vl68wu7ygpKZeooiIGG/bMNxqbj7QjxUBQHgjWISRqqq18niavO3k5HzFx4/t0dghQ+70aVdWrjK1tmBZLBGKikr26Wt/YScAoG8RLMJIVdUan3ZKyiU9HpuScqHPRYv19QVyOitNqix4Hk+TXK6jPn12+5B+qgYAQLAII19f5PiV5OT8Ho+NjIxTfHye3/52mVJXb5SXvyTDcHvbMTG5Xd5NAgAIPe4KCSONjXt82rGxowIaHxs7UvX1Bd52Q8NupaVNM6W2YBw79qH27n3Ep++00x7pYuuu1dS8p4KCz1RfXyiX64gMw6OoqFTZ7ZlKSspXauqlSk+/pl+WNgeAgYZgESZcrhq1ttb49EVHDwtoH/7bNzXt63VdgWhrc8rlOiqHo0AVFS+rvPwlSW3erw8e/B3l5Pw44P0eO/Z+hz6ns0xOZ5kcju0qLV2i6Ohs5ebOVU7OfbJYLL35NgDglEawCBNud61P22qNVWRkXED7sNnS/fZZ19uyTmjTprNVX/9pD7a0KCfnPo0duzhkb/otLYe0Z89sVVW9rby8FztcMAoA+ArBIkx4PA0+7fa3aPaU1eo7pr/Xi7BYbMrO/qGGDbtP8fFnBDw+MjJRqamXKzX1YsXHj5fNlq6IiBi53cfU2Fik6up1qqh4WW1tLd4xR4++qYKCazVlyjs+q5QCAL5CsAgTbrd/sIgOeB/+YcQ/rPQ1w3CpvPxFGYZLubk/V2zsyB6Ns9kyNWHC88rMvElWa+fHISnpHA0Z8j2NHv1b7dz5A1VVfb2a57FjG1RUNFdjxy425fsAgFMJwSJMBfORQV9fWzBp0lsyDJe37XbXy+msUF3dRyov/5saG/fI7a7ToUPPqbz8bxo3bomGDr2j2/3Gx4/t8foddnumJk16U59+OkuVla96+w8eXKJhwx5QbGxuwN8XAJzKuN00TERGxvu0PZ7mgPfhP8Zqje9iS3NERw9RTMxp3ldCQp4GDbpCI0c+pgsu2K0zznjWe+bF42nSzp0/0OHDfzG9DovFory85T4PXjMMlw4fXmb6XAAw0BEswoR/CGhrCzxY+I/xDyt9LSfnhzrrrJfb9Rjas+c+tbQcNn0uqzVWw4Y96NPnv+AYAIBgETYiI5N82h5Pk9zuxoD24XId8dtncm/L6rX09GuUnn6dt+3xNKq09OmQzDVo0JU+7fr6HSGZBwAGMoJFmLDZ0hQZmeLT19JyMKB9+D/cKzb29F7XZYasrJt92qE6k+D/aHXDcKm1NbS33ALAQEOwCCPx8eN82k1NXwQ0vrnZ91Hp/vvrL3FxY3zagX5fPeV/u60U3EdKAHAqI1iEkfj4CT7t2trNPR7rdjeqvv6zE+6vv1gsvkttt7U5QzKPy1XVoS8qKi0kcwHAQEWwCCP+1wgcO7a+x2OPHdvo87CvhISJstszzCqtV1paDvm0bbbQ1FVXt9VvnsE8PwQA/BAswsigQd/0WeSqtnazGho+79HYsrLlPu2MjOs637AfVFe/49MO1bUf5eUrfNqBPHYeAMIFwSKMWK2xysyc6dNXUrKo23GNjUWqrHzD27ZYIpWVdYvp9QXD6SzXoUPP+vSlp88wfZ6amvWqrFwV8nkAYKAjWISZkSPn+1yTUFa2XEeOrO5ye4+nRTt33umzAubQoXd1u3z22rUWn1dNzfout3W7G7V//+KAF+1yuY7qk0+ultvt8PZFRaV2uEukvaqqd+Rw9OTBZl+rrd2qwsIbJBnevri4McrMnBXQfgAgHBAswkxs7AgNHz7Hp6+wcKYOHHhKbW0un/6Ghj3atu0y1dZu8vZFRaVp1KjHTa3JMFq1d+9P9f77I/T55w+rtnZzh1raczortX//7/XBB+NUX1/g87XRo38nm21Ql2Nrazdp8+aJ2rbtSh0+vFxO55Eut21uLtXevT/TRx9d6PPIeYslSuPGPa2ICFbEBwB//GYMQ6NH/1YNDbu8D9YyjFZ9/vkDKi7+tRITJ8lqTVBzc7Ecju1q/1e6xWLTxIlv+CxtbSaXq0IHDjypAweelMViU3z8GbLbs/69EJcht7tOjY1F/77t1egw/vTT/0vZ2T/owUyGqqvXqrp6rSTJbh+quLgxioxMltUa452nqamow0iLxaoJE/6stLRpvfpeAeBURbAIQxaLVWed9Yp27bpbFRVfL4ntch3pcnEpmy1dEya8oJSUC/ukRsNwqb6+UPX1hd1uGx2drbFj/xD0BaVO52E5nd0vAx4TM0J5eX9RSsrUoOYBgHBAsAhTkZHxOuuslcrImKn9+3+vurotnW4XFZWqzMxZGjVqgWy2wSGqJVETJ65WVdUa1dSsV2Pj55LaTjjGYolUcnK+srJuU1bWzT1+bkl6+jVyuY7q2LGNamzcLcPwdDtPUtK5ys6+V1lZsxQRYe/ptwUAYcliGEbHc8oh5HA4lJSUpLq6OiUmJpq67yuv7H4bdK6pqUQOx3Y5nWXyeBplt2cqOnq4UlKmKiLC1qe1uN31amjYrebm/XK5KuTxfPVME6s1UVFRSYqNHaOEhDNltUb3ah6Pp0WNjbvV3HxATme53O56GUarrNZ4RUWlKCYmV0lJU2S1xprxbYWNNTybDTgl9fT9mzMWkCTFxuYqNja3v8uQJEVGJig5+TwlJ58X0nms1mglJk5SYuKkkM4DAOGEu0IAAIBpCBYAAMA0BAsAAGAaggUAADANwQIAAJiGYAEAAExDsAAAAKYhWAAAANMQLAAAgGkIFgAAwDQECwAAYBqCBQAAMA3BAgAAmIZgAQAATEOwAAAApgkqWDz99NPKzc1VdHS0Jk+erI0bN5pdFwAAGIACDhYvv/yyHnroIT322GMqKCjQhRdeqKuuukoHDx4MRX0AAGAACThYLF68WHfddZfuvvtujRs3Tv/93/+tnJwcLV26NBT1AQCAASSgYOFyufTJJ59o+vTpPv3Tp0/Xpk2bOh3jdDrlcDh8XgAA4NQUGcjGVVVV8ng8ysjI8OnPyMhQRUVFp2MWLlyoBQsWBF9hANas6ZNpAABAF4K6eNNisfi0DcPo0HfcvHnzVFdX532VlpYGMyUAABgAAjpjMWjQIFmt1g5nJ44cOdLhLMZxdrtddrs9+AoBAMCAEdAZC5vNpsmTJ2vdunU+/evWrdP5559vamEAAGDgCeiMhSQ9/PDDuu222zRlyhTl5+fr2Wef1cGDB/WjH/0oFPUBAIABJOBgMWvWLFVXV+tXv/qVysvLNWHCBL311lsaPnx4KOoDAAADiMUwDKMvJ3Q4HEpKSlJdXZ0SExP7cmoAABCknr5/86wQAABgGoIFAAAwDcECAACYhmABAABMQ7AAAACmIVgAAADTECwAAIBpCBYAAMA0BAsAAGCagJf07q3jC306HI6+nhoAAATp+Pt2dwt293mwqK+vlyTl5OT09dQAAKCX6uvrlZSU1OXX+/xZIW1tbSorK1NCQoIsFotp+3U4HMrJyVFpaSnPIOkGx6rnOFaB4Xj1HMeq5zhWPRfKY2UYhurr6zVkyBBFRHR9JUWfn7GIiIhQdnZ2yPafmJjID14Pcax6jmMVGI5Xz3Gseo5j1XOhOlYnOlNxHBdvAgAA0xAsAACAaU6ZYGG32/X444/Lbrf3dyknPY5Vz3GsAsPx6jmOVc9xrHruZDhWfX7xJgAAOHWdMmcsAABA/yNYAAAA0xAsAACAaQgWAADANAMqWDz99NPKzc1VdHS0Jk+erI0bN55w+w0bNmjy5MmKjo7WiBEj9Mwzz/RRpf0vkGNVXl6uW265RWPGjFFERIQeeuihviv0JBDIsVq1apWuuOIKDR48WImJicrPz9fatWv7sNr+Fcix+uCDDzR16lSlpaUpJiZGY8eO1ZNPPtmH1fa/QH9nHffhhx8qMjJSZ599dmgLPIkEcqzWr18vi8XS4fX555/3YcX9J9CfK6fTqccee0zDhw+X3W7XyJEj9ec//zl0BRoDxMqVK42oqCjjueeeM3bv3m3MmTPHiIuLMw4cONDp9sXFxUZsbKwxZ84cY/fu3cZzzz1nREVFGa+99lofV973Aj1WJSUlxoMPPmi88MILxtlnn23MmTOnbwvuR4Eeqzlz5hiLFi0yPvroI6OoqMiYN2+eERUVZWzfvr2PK+97gR6r7du3GytWrDB27txplJSUGH/961+N2NhY449//GMfV94/Aj1ex9XW1hojRowwpk+fbpx11ll9U2w/C/RYvffee4YkY+/evUZ5ebn35Xa7+7jyvhfMz9U111xjnHfeeca6deuMkpISY+vWrcaHH34YshoHTLA499xzjR/96Ec+fWPHjjXmzp3b6faPPvqoMXbsWJ++e++91/jGN74RshpPFoEeq/YuvvjisAoWvTlWx51xxhnGggULzC7tpGPGsbruuuuMW2+91ezSTkrBHq9Zs2YZ//Ef/2E8/vjjYRMsAj1Wx4PFsWPH+qC6k0ugx+rtt982kpKSjOrq6r4ozzAMwxgQH4W4XC598sknmj59uk//9OnTtWnTpk7HbN68ucP23/zmN7Vt2za1traGrNb+FsyxCldmHKu2tjbV19crNTU1FCWeNMw4VgUFBdq0aZMuvvjiUJR4Ugn2eD3//PP68ssv9fjjj4e6xJNGb362Jk6cqKysLF122WV67733QlnmSSGYY7V69WpNmTJF//f//l8NHTpUo0eP1iOPPKLm5uaQ1dnnDyELRlVVlTwejzIyMnz6MzIyVFFR0emYioqKTrd3u92qqqpSVlZWyOrtT8Ecq3BlxrH6/e9/r8bGRt14442hKPGk0ZtjlZ2draNHj8rtdmv+/Pm6++67Q1nqSSGY47Vv3z7NnTtXGzduVGTkgPjVbIpgjlVWVpaeffZZTZ48WU6nU3/961912WWXaf369brooov6oux+EcyxKi4u1gcffKDo6Gi98cYbqqqq0n333aeampqQXWcxoH56/R+zbhjGCR+93tn2nfWfigI9VuEs2GP10ksvaf78+frHP/6h9PT0UJV3UgnmWG3cuFENDQ3asmWL5s6dq1GjRunmm28OZZknjZ4eL4/Ho1tuuUULFizQ6NGj+6q8k0ogP1tjxozRmDFjvO38/HyVlpbqiSeeOKWDxXGBHKu2tjZZLBb97W9/8z6ZdPHixZo5c6aWLFmimJgY0+sbEMFi0KBBslqtHRLZkSNHOiS34zIzMzvdPjIyUmlpaSGrtb8Fc6zCVW+O1csvv6y77rpLr776qi6//PJQlnlS6M2xys3NlSTl5eWpsrJS8+fPP+WDRaDHq76+Xtu2bVNBQYFmz54t6as3BMMwFBkZqXfeeUfTpk3rk9r7mlm/s77xjW/oxRdfNLu8k0owxyorK0tDhw71edz5uHHjZBiGDh06pNNPP930OgfENRY2m02TJ0/WunXrfPrXrVun888/v9Mx+fn5HbZ/5513NGXKFEVFRYWs1v4WzLEKV8Eeq5deekl33HGHVqxYoauvvjrUZZ4UzPq5MgxDTqfT7PJOOoEer8TERO3YsUOFhYXe149+9CONGTNGhYWFOu+88/qq9D5n1s9WQUHBKfsR93HBHKupU6eqrKxMDQ0N3r6ioiJFREQoOzs7NIX22WWivXT8Fptly5YZu3fvNh566CEjLi7O2L9/v2EYhjF37lzjtttu825//HbTn/zkJ8bu3buNZcuWhd3tpj09VoZhGAUFBUZBQYExefJk45ZbbjEKCgqMXbt29Uf5fSrQY7VixQojMjLSWLJkic9tbrW1tf31LfSZQI/VU089ZaxevdooKioyioqKjD//+c9GYmKi8dhjj/XXt9Cngvn/sL1wuisk0GP15JNPGm+88YZRVFRk7Ny505g7d64hyXj99df761voM4Eeq/r6eiM7O9uYOXOmsWvXLmPDhg3G6aefbtx9990hq3HABAvDMIwlS5YYw4cPN2w2mzFp0iRjw4YN3q/dfvvtxsUXX+yz/fr1642JEycaNpvNOO2004ylS5f2ccX9J9BjJanDa/jw4X1bdD8J5FhdfPHFnR6r22+/ve8L7weBHKs//OEPxvjx443Y2FgjMTHRmDhxovH0008bHo+nHyrvH4H+f9heOAULwwjsWC1atMgYOXKkER0dbaSkpBgXXHCB8eabb/ZD1f0j0J+rPXv2GJdffrkRExNjZGdnGw8//LDR1NQUsvp4bDoAADDNgLjGAgAADAwECwAAYBqCBQAAMA3BAgAAmIZgAQAATEOwAAAApiFYAAAA0xAsAACAaQgWAADANAQLAABgGoIFAAAwDcECAACY5v8BOJWnC8PtfegAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = 0.3\n",
    "Polly1 = Polygon([(0,0),(x,0),(x,1),(0,1)])\n",
    "Polly2 = Polygon([(0,1.5),(x,1.5),(x,2.5),(0,2.5)])\n",
    "Polly3 = Polygon([(0,3),(x,3),(x,4),(0,4)])\n",
    "Polly4 = Polygon([(0,4.5),(x,4.5),(x,5.5),(0,5.5)])\n",
    "LEANS = [0.35, 0.45, 0.55, 0.65]  #[0.44, 0.48, 0.52, 0.56] \n",
    "Pollys = [Polly1,Polly2, Polly3, Polly4]\n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,LEANS[i])\n",
    "    plt.text(p.centroid.x - 0.06,p.centroid.y-0.15,LEANS[i],fontsize=30)\n",
    "plotPoly(Polygon([(1.5*x,3),(2*x,3),(2*x,4),(1.5*x,4)]) )\n",
    "plt.show()\n",
    "for i,p in enumerate(Pollys):\n",
    "    a,b = p.exterior.xy\n",
    "    plt.plot(a,b,color=\"black\",lw=0.2)\n",
    "    deltaBlue = max(0, min(1,4.* (LEANS[i] - 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEANS[i]) ) )\n",
    "    gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    plt.text(p.centroid.x - 0.07,p.centroid.y-0.15,LEANS[i],fontsize=30,color = (redd,gren,bluu))\n",
    "plotPoly(Polygon([(1.5*x,3),(2*x,3),(2*x,4),(1.5*x,4)]) )\n",
    "plt.show()\n",
    "LEANS = [-0.1, -0.05, 0.05, 0.10]\n",
    "strLEANS = [\"-0.10\", \"-0.05\", \"0.05\", \"0.10\"]\n",
    "Pollys = [Polly1,Polly2, Polly3, Polly4]\n",
    "for i,p in enumerate(Pollys):\n",
    "    fillplotLean(p,0.5+LEANS[i])\n",
    "    plt.text(p.centroid.x - 0.08 + 0.01*np.sign(LEANS[i]),p.centroid.y-0.15,strLEANS[i],fontsize=30)\n",
    "plotPoly(Polygon([(1.5*x,3),(2*x,3),(2*x,4),(1.5*x,4)]) )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "384cc6e3-3ca7-4f58-9715-5976a72bd4f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1443 1447 8941 69 0.00010458116345781599\n",
      "1405 9 30\n",
      "1568 3 30\n",
      "7602 4 30\n",
      "7603 8 30\n"
     ]
    }
   ],
   "source": [
    "print(len(activeHDs), len(VTDlist),len(tractPop),len(HDTL[1191]),HDweight[1191])\n",
    "for v in VTDlist:\n",
    "    if v not in activeHDs:\n",
    "        print(v,tractPop[v],countyNo[v])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "391e1ce4-67df-4f6a-b6e5-f47ed54a857e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found\n"
     ]
    }
   ],
   "source": [
    "if 1191 in HDTL[1191]:\n",
    "    print(\"found\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c9351983-cc2f-4375-b32e-64e368cce8f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prep for Figure G - partisan dislocation ...\n",
      "for this HD plan, let us compute each vtd's mean seat expectation based on the HDs it is contained in\n",
      "and each vtd's near-minimum and near-maximum seat expectation (less than 0.1 or above 0.9 of its expected range\n",
      "working on vtd 1200\n",
      "working on vtd 1400\n",
      "I found no tractLists that include vtd 1405 . This vtd's pop, county are 9 30\n",
      "I found no tractLists that include vtd 1568 . This vtd's pop, county are 3 30\n",
      "working on vtd 1600\n",
      "working on vtd 6800\n",
      "working on vtd 7000\n",
      "working on vtd 7200\n",
      "working on vtd 7400\n",
      "working on vtd 7600\n",
      "I found no tractLists that include vtd 7602 . This vtd's pop, county are 4 30\n",
      "I found no tractLists that include vtd 7603 . This vtd's pop, county are 8 30\n"
     ]
    }
   ],
   "source": [
    "# TACKLED THIS ONE AFTER I HAVE INCLUDED HAMILTON AND FRANKLIN MUNI NO-SPLIT RULES (21JanOH99wholeCountyMuni...)\n",
    "print(\"prep for Figure G - partisan dislocation ...\")\n",
    "print(\"for this HD plan, let us compute each vtd's mean seat expectation based on the HDs it is contained in\")\n",
    "RANGE = 0.80\n",
    "MIN = r3( 0. + 0.5 * (1. - RANGE) )  #the quantile cutoff on low end for being below this precinct's seat expectation (e.g. 0.10)\n",
    "MAX = r3( 1. - 0.5 * (1. - RANGE) )\n",
    "print(\"and each vtd's near-minimum and near-maximum seat expectation (less than\",MIN,\"or above\",MAX,\"of its expected range\")\n",
    "nVTDs = nTracts  #this formulation works for legislative, for which we build HDs on vtd centers.  Won't work directly for Congr'l\n",
    "vMinSeat = [0.]*nVTDs\n",
    "vMaxSeat = [0.]*nVTDs\n",
    "vSeatSpan = [0.]*nVTDs  #above are the 10pct percentile, 90pct percentile, and the D90 - D10 span\n",
    "vAvgSeat = [0.]*nVTDs  #the seat expectation (0-1) based on all Home Districts that draw in this vtd\n",
    "vAvgGOP =  [0.]*nVTDs  #the average pct GOP for this vtd's drawn-into HDs\n",
    "VTDlist = list()\n",
    "countyLIST = [30,24]\n",
    "for h in range(nVTDs):\n",
    "    if countyNo[h] in countyLIST:\n",
    "        VTDlist.append(h)  #narrow field to Hamilton and Franklin for Figure G\n",
    "for v in VTDlist:\n",
    "    if v%200 == 0:\n",
    "        print(\"working on vtd\",v)\n",
    "    vFracSeat = [1.01]*nHDs  #set these high to ignore non-used HDs in later argsort\n",
    "    vUse = [0.]*nHDs\n",
    "    for h in activeHDs: #range(nHDs):\n",
    "        if v in HDTL[h]:\n",
    "            vUse[h] = HDweight[h]\n",
    "            vFracSeat[h] = HDfracGOPseats[h]\n",
    "            vAvgGOP[v] += HDweight[h] * HDvGOP[h]\n",
    "            \n",
    "    sumWt = np.sum(vUse)\n",
    "    if sumWt == 0:\n",
    "        print(\"I found no tractLists that include vtd\",v,\". This vtd's pop, county are\",tractPop[v],countyNo[v])\n",
    "    else:\n",
    "        vAvgGOP[v] = vAvgGOP[v] / sumWt   #normalization\n",
    "        idx = np.argsort(vFracSeat)\n",
    "        runningWt = 0.\n",
    "        haventFoundMin = True\n",
    "        haventFoundMax = True\n",
    "        i = 0\n",
    "        runningAvg = 0.\n",
    "        for i in range(nHDs):\n",
    "            h = idx[i]\n",
    "            runningWt +=  vUse[h] / sumWt\n",
    "            #if vFracSeat[h] < 1.0001:\n",
    "            runningAvg += vUse[h] / sumWt * vFracSeat[h] \n",
    "            #    vAvgSeat[v] = runningAvg\n",
    "            if runningWt > MIN and haventFoundMin:\n",
    "                haventFoundMin = False\n",
    "                vMinSeat[v] = 0.5* (vFracSeat[h] + vFracSeat[idx[i-1]] )\n",
    "            if runningWt > MAX and haventFoundMax:\n",
    "                haventFoundMax = False\n",
    "                vMaxSeat[v] = 0.5* (vFracSeat[h] + vFracSeat[idx[i-1]] )\n",
    "            if vFracSeat[h] >= 1.0001:  #we've hit the end of HDs that included this vtd\n",
    "                vAvgSeat[v] = runningAvg\n",
    "                vSeatSpan[v] = vMaxSeat[v] - vMinSeat[v]\n",
    "                break\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1ae774b9-a467-4f2c-8b6b-5a5c8d8d72ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is a scatterplot of vMinSeat and vMaxSeat by its avg, 'normal range' is 0.8 of all drawn-into\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... and here is a plot of the mid-quantile span in seat expectation vs. avg lean\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"here is a scatterplot of vMinSeat and vMaxSeat by its avg, 'normal range' is\",RANGE,\"of all drawn-into\")\n",
    "plt.scatter(vAvgSeat, vMinSeat, label=\"min quantile\")\n",
    "plt.scatter(vAvgSeat, vMaxSeat,label=\"max quantile\")\n",
    "plt.xlabel(\"mean expected GOP seat fraction for inhabitants of this precinct\")\n",
    "plt.legend(loc=\"center\")\n",
    "#plt.scatter(vMinSeat,vMaxSeat)\n",
    "plt.show()\n",
    "print(\"... and here is a plot of the mid-quantile span in seat expectation vs. avg lean\")\n",
    "plt.scatter(vAvgSeat, vSeatSpan)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "31aeb389-4094-4d53-9e80-8a738f3f4dbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading in block CVAP and vtd assignments, to prep for Figure G proposed-map analysis\n"
     ]
    }
   ],
   "source": [
    "print(\"reading in block CVAP and vtd assignments, to prep for Figure G proposed-map analysis\")\n",
    "inname = \"blockVTDfinder.csv\"\n",
    "inpath = \"enacted_analysis/\"+inname\n",
    "blockVTDdf = pd.read_csv(inpath)\n",
    "blockCVAP = blockVTDdf['blockCVAP']\n",
    "blockPop = blockVTDdf['blockPop']\n",
    "blockVTDno = blockVTDdf['blockVTDno']  #these are 2020 vtd numbers to match OH_pl2020_vtd  #built in eval_postedOhiomaps file\n",
    "nBlocks = len(blockPop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "2c6bb580-5bde-46c3-b770-644fdef9f788",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The following blocks prep for Figure G: partisan dislocation for proposed maps\n",
      "Now, we will compare this expectation to an ENACTED map, which may split some 2020 vtds\n",
      "We first pull in the proposed BAF, to then figure out each vtd's majority district assgmt\n",
      "this code to identify any blocks that were not assigned to a district\n",
      "there were 0 unassigned blocks, with a total pop of 0 . Highest dNo= 99\n",
      "we assigned these to district 1\n",
      "decrementing each district number by one\n",
      "Now, compute the relative CVAP of each vtd in each district by aggregating the block assignments\n",
      "aggregating CVAP from block 0 into vtd + district\n",
      "aggregating CVAP from block 100000 into vtd + district\n",
      "aggregating CVAP from block 200000 into vtd + district\n"
     ]
    }
   ],
   "source": [
    "print(\"The following blocks prep for Figure G: partisan dislocation for proposed maps\")\n",
    "print(\"Now, we will compare this expectation to an ENACTED map, which may split some 2020 vtds\")\n",
    "print(\"We first pull in the proposed BAF, to then figure out each vtd's majority district assgmt\")\n",
    "infilename = \"September15 HDs BAF.csv\" #\"September15 HDs BAF.csv\" #\"Sykes_earlySep_legisl.csv\"\n",
    "proposalDF = pd.read_csv(\"state_map_files/Ohio_legisl_proposals/\"+infilename)  #note: in csv, change title of \"block\" column to \"GEOID20\"\n",
    "#print(proposalDF.head())\n",
    "#print(CVAPdf.head())\n",
    "proposalGEOID = proposalDF['GEOID20']\n",
    "proposalGEOID = proposalGEOID.to_numpy()\n",
    "mergedDF = pd.merge(blockVTDdf,proposalDF,on=\"GEOID20\")\n",
    "districtID = mergedDF['DistrictID'] #['DistrictID'] or 'District' depending on file\n",
    "districtID = districtID.to_numpy()\n",
    "\n",
    "print(\"this code to identify any blocks that were not assigned to a district\")\n",
    "unassignedPop = 0\n",
    "blankList = list()\n",
    "LIST = [i for i in range(nDistricts +2)]  #2 adds a little padding to be safe\n",
    "for b in range(nBlocks):\n",
    "    if districtID[b] not in LIST:\n",
    "        blankList.append(b)\n",
    "        unassignedPop += blockPop[b]\n",
    "print(\"there were\",len(blankList),\"unassigned blocks, with a total pop of\",unassignedPop,\". Highest dNo=\",np.max(districtID))\n",
    "for b in blankList:\n",
    "    districtID[b] = 1  #assign to any old district\n",
    "print(\"we assigned these to district 1\")\n",
    "if np.max(districtID) > nDistricts - 1:  #districts numbered 1 - 99\n",
    "    print(\"decrementing each district number by one\")\n",
    "    for b in range(nBlocks):\n",
    "    #    blockPID[b] = float(str(blockPIDname[b]))\n",
    "        districtID[b] = int(districtID[b] - 1)  #for simplicity, we will number districts 0-98\n",
    "nDistricts = int(np.max(districtID) + 1)  #98 + 1\n",
    "print(\"Now, compute the relative CVAP of each vtd in each district by aggregating the block assignments\")\n",
    "vtdDistrictCVAP = [[0.]*nDistricts for v in range(nVTDs)]\n",
    "for b in range(nBlocks):\n",
    "    if b%100000 == 0:\n",
    "        print(\"aggregating CVAP from block\",b,\"into vtd + district\")\n",
    "    v = blockVTDno[b]\n",
    "    d = districtID[b]\n",
    "    vtdDistrictCVAP[v][d] += blockCVAP[b]\n",
    "vtdDistrictID = [0]*nVTDs\n",
    "for v in range(nVTDs):\n",
    "    vtdDistrictID[v] = vtdDistrictCVAP[v].index(np.max(vtdDistrictCVAP[v]) )  #biggest CVAP wins\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "876e92ff-0974-44de-aa29-104f46f51302",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "840 0\n",
      "1008 0\n",
      "2974 0\n",
      "3730 0\n",
      "4458 0\n",
      "4634 0\n",
      "8197 0\n"
     ]
    }
   ],
   "source": [
    "for v in range(nVTDs):\n",
    "    if vtdDistrictID[v] == 0 and countyNo[v] != 24:\n",
    "        print(v, tractPop[v])\n",
    "        vtdDistrictID[v] = -999"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "621e185e-6814-4db0-8849-e5f7127475af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v in range(nVTDs):\n",
    "    if vtdDistrictID[v] == 0:\n",
    "        plotPoly(tractGeom[v])\n",
    "plotPoly(countyGeom[24])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "79f51b39-4ee7-4361-8fb0-33d1e5f0ccba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now pull in the calculated lean of each district\n"
     ]
    }
   ],
   "source": [
    "print(\"now pull in the calculated lean of each district\")\n",
    "inname = \"September15 _dLeans.csv\" #\"September15 _dLeans.csv\"  #\"Sykes_earlyS_dLeans.csv\"\n",
    "inpath = \"enacted_analysis/\"+inname\n",
    "enactedPlanDF = pd.read_csv(inpath)\n",
    "planDistrictNo = enactedPlanDF['districtNo']\n",
    "planRegionNo =   enactedPlanDF['dRegionNo']\n",
    "planDemLean =    enactedPlanDF['dLeanPres2020']  #for now, use Trump2020 as proxy for lean\n",
    "\n",
    "pdLeanSen2016  = enactedPlanDF['dLeanSen2016']\n",
    "pdLeanPres2016 = enactedPlanDF['dLeanPres2016']\n",
    "pdLeanSen2018  = enactedPlanDF['dLeanSen2018']\n",
    "pdLeanATG2018  = enactedPlanDF['dLeanATG2018']\n",
    "pdLeanGov2018  = enactedPlanDF['dLeanGov2018']\n",
    "pdLeanTre2018  = enactedPlanDF['dLeanTre2018']\n",
    "pdLeanSoS2018  = enactedPlanDF['dLeanSoS2018']\n",
    "pdLeanAud2018  = enactedPlanDF['dLeanAud2018']\n",
    "pdLeanPres2020 = enactedPlanDF['dLeanPres2020']   \n",
    "pelections = [pdLeanSen2016, pdLeanPres2016, pdLeanSen2018, pdLeanATG2018, pdLeanGov2018, pdLeanTre2018, pdLeanSoS2018,\n",
    "             pdLeanAud2018, pdLeanPres2020]\n",
    "nElections = len(pelections)\n",
    "\n",
    "#meanGOPvote = 0.54                                        #already defined in a previous block\n",
    "#seatVar = 0.01  #noise in district result per election       #already defined in a prev block\n",
    "districtFracGOPseats = [meanGOPvote]*nDistricts\n",
    "district_vGOP = [meanGOPvote]*nDistricts\n",
    "for d in range(nDistricts):\n",
    "    eVote = [ (1. - E[d] ) for E in pelections]   #remember, e results were Dem seats per election\n",
    "    fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "    R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "    y0 = fit[1]\n",
    "    district_vGOP[d] = y0 + meanGOPvote*R\n",
    "    #HDfracGOPseats[d] = norm.cdf( (HDvGOP[d] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "    fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e in range(nElections)]  #fractional seats in each election\n",
    "    fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "    Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "    y0 = fit[1]\n",
    "    districtFracGOPseats[d]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "c5e2ef3c-5c78-4c8a-8eb1-083c6365d359",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here are the district leans by district no\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Here are the district leans by district no\")\n",
    "dNo = [d for d in range(nDistricts)]\n",
    "plt.scatter(dNo,district_vGOP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "4c39ab43-6899-4ce3-a36b-a7af4ab67ef9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we now compute each vtd's deviation in plan district lean from HD expectation\n",
      "there are a total of 6 and 133 vtds drawn into too-blue and too-red districts\n"
     ]
    }
   ],
   "source": [
    "print(\"we now compute each vtd's deviation in plan district lean from HD expectation\")\n",
    "vGOPdevn = [0.]*nVTDs  #the deviation in a vtd's drawn-in GOP lean from its HD expectation\n",
    "vSeatDevn = [0.]*nVTDs #the deviation in a vtd's drawn-in fractional seat from its HD expectation\n",
    "vRelSeatDevn = [0.]*nVTDs  #approx relative deviation\n",
    "isTooDem = [0]*nVTDs\n",
    "isTooGOP = [0]*nVTDs\n",
    "slop = 0.000001 #need frac Seat expectation to be appreciably outside bounds to flag - avoids some rounding errors\n",
    "focusList = countyTractList[30].copy()  #just look at Hamilton County for Huffman here\n",
    "#focusList = countyTractList[24].copy()  #just look at Franklin County for Sykes here\n",
    "for v in focusList.copy():\n",
    "    if tractPop[v] < 10 :\n",
    "        focusList.remove(v)\n",
    "for v in focusList:\n",
    "    d = vtdDistrictID[v]  #using simplistic approach of vtd's being wholly in their plurality district\n",
    "    vGOPdevn[v] = district_vGOP[d] -  vAvgGOP[v]\n",
    "    vSeatDevn[v] = districtFracGOPseats[d] - HDfracGOPseats[v]\n",
    "    if districtFracGOPseats[d] < vMinSeat[v] - slop:\n",
    "        isTooDem[v] = 1\n",
    "    if districtFracGOPseats[d] > vMaxSeat[v] + slop:\n",
    "        isTooGOP[v] = 1\n",
    "    if vSeatSpan[v] > 0.001 :\n",
    "        vRelSeatDevn[v] = vGOPdevn[v] / vSeatSpan[v]\n",
    "    else:  #this vtd should expect to be in a Dem or GOP stronghold.  Flag strongly if drawn into a flipped district\n",
    "        if isTooDem[v] == 1:\n",
    "            vRelSeatDevn[v] = -99.\n",
    "        if isTooGOP[v] == 1:\n",
    "            vRelSeatDevn[v] = 99.\n",
    "print(\"there are a total of\",np.sum(isTooDem),\"and\",np.sum(isTooGOP),\"vtds drawn into too-blue and too-red districts\")\n",
    "#Huffman 9-15 had 56 too-blue and 147 too-red in Hamilton\n",
    "#Sykes 1 had 154, 160 in Franklin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "9dcc03c6-9674-4bab-a7e5-817efe3bc6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "districtGeom = [dummyPoly]*nDistricts\n",
    "c = 30 #24\n",
    "for v in focusList:\n",
    "    d = vtdDistrictID[v]\n",
    "    if districtGeom[d] == dummyPoly:\n",
    "        districtGeom[d] = tractGeom[v]\n",
    "    else:\n",
    "        districtGeom[d] = districtGeom[d].union(tractGeom[v])\n",
    "plotPoly(countyGeom[c])\n",
    "for d in range(nDistricts):\n",
    "    if districtGeom[d] != dummyPoly:\n",
    "        plotPoly(districtGeom[d])\n",
    "        plotCenter(d+1,districtGeom[d])  #our district numbers start at 0\n",
    "        fillplotLean(districtGeom[d],district_vGOP[d])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "31805a3f-f6d3-496b-979f-bda4eb2194d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We now visualize where these outliers are.  Plot by county\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"We now visualize where these outliers are.  Plot by county\")\n",
    "SCALE = 0.5  #adjustable for color\n",
    "nOutliers = [0]*nCounties\n",
    "for c in [30]:  #30 #24 #range(nCounties):\n",
    "    for v in countyTractList[c]:\n",
    "        if isTooDem[v] + isTooGOP[v] > 0:\n",
    "            nOutliers[c] +=1\n",
    "            #deltaBlue = max(0, min(1,3.* (-1.*vGOPdevn[v]) ) )\n",
    "            #deltaRed =  max(0, min(1,3.* (vGOPdevn[v])     ) )\n",
    "            #gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "            #bluu = max(0, 1 - deltaBlue )\n",
    "            #redd = max(0, 1 - deltaRed )\n",
    "            #fillplot(tractGeom[v], redd,gren, bluu)\n",
    "            fillplotLean(tractGeom[v], 0.5+vSeatDevn[v])   #vRelSeatDevn ?\n",
    "    if nOutliers[c] > 0:\n",
    "        plotPoly(countyGeom[c])\n",
    "        for d in range(nDistricts):\n",
    "            if districtGeom[d] != dummyPoly :\n",
    "                if type(districtGeom[d]) == type(dummyPoly):\n",
    "                    x,y = districtGeom[d].exterior.xy\n",
    "                    plt.plot(x,y,color=\"black\",lw=2)\n",
    "                else:\n",
    "                    for geom in districtGeom[d].geoms:\n",
    "                        x,y = geom.exterior.xy\n",
    "                        plt.plot(x,y,color=\"black\",lw=2)\n",
    "                        \n",
    "                adjY = 0\n",
    "                adjX = -0.01  #-0.03 for Hamilton\n",
    "                if d == 24:\n",
    "                    adjX = -0.05\n",
    "                    adjY = -0.014\n",
    "                if d == 26:\n",
    "                    adjY = 0.015\n",
    "                    adjX = 0.06\n",
    "                if d == 27:\n",
    "                    adjY = 0.01\n",
    "                    adjX = 0\n",
    "                if d == 28:\n",
    "                    adjX = 0.06\n",
    "                if d == 6:\n",
    "                    adjY = 0.04\n",
    "                if d == 1:\n",
    "                    adjY = 0.05\n",
    "                if d == 7:\n",
    "                    adjY = -0.02\n",
    "                if d== 11:\n",
    "                    adjX = -0.03\n",
    "                deltaBlue = max(0, min(1,4.* (district_vGOP[d] - 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - district_vGOP[d]) ) )\n",
    "                gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                plt.text(districtGeom[d].centroid.x + adjX, districtGeom[d].centroid.y+adjY,int(d+1),\n",
    "                         size=16,color = (redd,gren,bluu))\n",
    "        #plotPoly(Point(-82.7,39.9).buffer(0.0001))  #cheap way to equalize x and y scales in Franklin County\n",
    "        plotPoly(Point(-84.6,39.0).buffer(0.0001))  #cheap way to equalize x and y scales in Hamilton County\n",
    "        plt.show()   #comment this out to plot all on one map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "fd280808-e546-45f2-997a-98a3cbbce633",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = 3\n",
    "for v in focusList:\n",
    "    if vtdDistrictID[v] == d:  #District \"4\" above\n",
    "        plt.scatter(vAvgSeat[v] ,vAvgSeat[v],marker=\"s\")\n",
    "        plt.scatter(vAvgSeat[v], vMaxSeat[v],marker=\"*\")\n",
    "        plt.scatter(vAvgSeat[v], vMinSeat[v],marker=\"o\")\n",
    "plt.plot([0,0.1],[districtFracGOPseats[d],districtFracGOPseats[d] ] )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd8dae44-95a9-4709-b35a-59660ae6917d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5edd573-d2cf-48fa-9a5e-8d2c23dffdae",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"separate task - illustrating how a change in split rules changes the local lean\")\n",
    "#left plot will be vtd-expected lean ....\n",
    "gopLean1 = [0.43, 0.45, 0.47]\n",
    "gopLean2 = [0.6, 0.6, 0.6]\n",
    "countyList = [30,8,82,12]  #for example, impact on Hamilton, Butler, Warren and Clermont\n",
    "vtdLIST = list()\n",
    "vtdLean1 = list()\n",
    "vtdLean2 = list()\n",
    "for c in countyList:\n",
    "    for v in countyTractList[c]:\n",
    "        vtdLIST.append(v)\n",
    "        vtdLean1.append(vAvgGOP)\n",
    "        vtdLean2.append( ...fill in here using alternate map ...)  # ***********\n",
    "    \n",
    "idx1 = np.argsort(vtdLean1)\n",
    "idx2 = np.argsort(vtdLean2)\n",
    "vtdLISTorder1 = list()\n",
    "vtdLISTorder2 = list()\n",
    "vtdLean1ordered = list()\n",
    "vtdLean2ordered = list()\n",
    "for i in idx1:\n",
    "    vtdLISTorder1.append(vtdLIST[idx1])\n",
    "    vtdLean1ordered.append(vtdLean1[idx1])\n",
    "for i in idx2:\n",
    "    vtdLISTorder2.append(vtdLIST[idx2])\n",
    "    vtdLeano2rdered.append(vtdLean2[idx2])\n",
    "plt.scatter(vtdLISTorder1, vtdLean1ordered,label=\"HD method1\")\n",
    "plt.scatter(vtdLISTorder2, vtdLean2ordered,label=\"HD method2\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(\"below is the relative order of vtd-expected leans\")\n",
    "plt.scatter(vtdLISTorder1, vtdLISTorder2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "908e9691-1784-4750-8350-ac452787fcc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"visualizing the comparative shapes of snapped vs. original HD's\")\n",
    "print(\"we will pick a Congressional example SE of Akron; see my DRA2020 noSplit map\")\n",
    "print(\"we will draw the boundary for original vtd-snapped shape, city-snapped, and city+county snapped\")\n",
    "print(\"we might list the Biden lean for all three.  This would motivate the overall later analysis\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "bd29125b-a00c-4b13-9f19-506c1a660bd8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8929 3155 POINT (-84.63154206 41.65997095) POINT (-81.27953734 41.66777018)\n"
     ]
    }
   ],
   "source": [
    "#NEED TO GO BACK AND ESTABLISH HDvGOP2 for legislative no-split map\n",
    "print(len(activeHDs),len(activeHD15s),HDCP[444],HDCP15[444])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d4057da2-7ec0-43ea-9011-c60c68c8badb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prep for Fig. I.  (Re) establish the HDtractLists for any-split legislative and Congressional HDs\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'A_HDTL' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [31], line 4\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPrep for Fig. I.  (Re) establish the HDtractLists for any-split legislative and Congressional HDs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      3\u001b[0m legHDTL \u001b[38;5;241m=\u001b[39m origHDtractList\u001b[38;5;241m.\u001b[39mcopy() \n\u001b[0;32m----> 4\u001b[0m CongrHDTL \u001b[38;5;241m=\u001b[39m \u001b[43mA_HDTL\u001b[49m\u001b[38;5;241m.\u001b[39mcopy()\n",
      "\u001b[0;31mNameError\u001b[0m: name 'A_HDTL' is not defined"
     ]
    }
   ],
   "source": [
    "#ONLY RUN THIS BLOCK IF I HAVE STEPPED THROUGH MANY OF ABOVE BLOCKS\n",
    "print(\"Prep for Fig. I.  (Re) establish the HDtractLists for any-split legislative and Congressional HDs\")\n",
    "legHDTL = origHDtractList.copy() \n",
    "CongrHDTL = A_HDTL.copy() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7d53c3b3-6ae0-4f15-9f6a-e93e48459f21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let us prep for Fig I from a cold restart after building the county map\n",
      "I built the list of active HDs.  Total HDweight is 0.9999969490098215\n",
      "Now we build the municipality stats and shapes\n",
      "Here, we convert the raw by-HD results to a mean seat expectation for each HD\n",
      "Before running this, check that nHDs and activeHDs are properly defined\n",
      "Now we calc the 'HDvGOP2' HD leans after applying muni no-split\n",
      "first Fig. I Congressional prep block -- read in and parse the Congressional HDtractLists vs. rule set\n",
      "The, compute the mean HDvGOP for each HDtractList file at stateGOP = 0.54\n",
      "building the HDTL lists for plan 0\n",
      "building the HDTL lists for plan 1\n",
      "building the HDTL lists for plan 2\n",
      "working on mean GOP vote for HD, plan = 0 anySplit\n",
      "working on mean GOP vote for HD, plan = 1000 anySplit\n",
      "working on mean GOP vote for HD, plan = 2000 anySplit\n",
      "working on mean GOP vote for HD, plan = 3000 anySplit\n",
      "working on mean GOP vote for HD, plan = 0 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 1000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 2000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 3000 wholeMuni\n",
      "working on mean GOP vote for HD, plan = 0 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 1000 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 2000 wholeCounty\n",
      "working on mean GOP vote for HD, plan = 3000 wholeCounty\n"
     ]
    }
   ],
   "source": [
    "#alt to above block if we are doing a cold restart.  Need to compute HDvGOP for legis & Congr, split & no-split\n",
    "print(\"Let us prep for Fig I from a cold restart after building the county map\")\n",
    "nDistricts = 99  #99   #15\n",
    "infilename =  \"OH99origHDvt_dLeans.csv\" #\"OH15CinCleCountyCombined.csv\" #\"OH99origHDvtd13Nov.csv\"  #\"21JanOH99wholeCountyM_dLeans.csv\"\n",
    "HDplanDF = pd.read_csv(\"enacted_analysis/\"+infilename)\n",
    "tractListType = \"vtd\"  #\"blockgroup\"  #\"vtd\"  #note - all except COI-based use pl2020 vtd's\n",
    "HDplanTractPop = HDplanDF['tractPop']  #HDtractPop  #tractPop (inconsistency by file)\n",
    "HDtractPop = HDplanTractPop\n",
    "nHDs = len(HDplanTractPop)\n",
    "mainCounty = [-999]*nHDs\n",
    "HDstatePop = np.sum(HDplanTractPop)\n",
    "HDweight = [HDplanTractPop[h] / HDstatePop for h in range(nHDs)]\n",
    "HDplanTractListString = HDplanDF['HDtractList']  #HDtractList #'origHDvtdList' #list of vtd's in each Home District\n",
    "#mainCounty =  [ countyNo[t] for t in range(nHDs)]  #I think this is for blockgroup-based, not assigned in the HD output file\n",
    "mainCounty = HDplanDF['countyNo'] #['HDcountyNo'] \n",
    "HDCPx = HDplanDF['centroid x']\n",
    "HDCPy = HDplanDF['centroid y']\n",
    "HDCP = [Point(HDCPx[i], HDCPy[i]) for i in range(nHDs)]\n",
    "\n",
    "dLeanSen2016  = HDplanDF['dLeanSen2016']\n",
    "dLeanPres2016 = HDplanDF['dLeanPres2016']\n",
    "dLeanSen2018  = HDplanDF['dLeanSen2018']\n",
    "dLeanATG2018  = HDplanDF['dLeanATG2018']\n",
    "dLeanGov2018  = HDplanDF['dLeanGov2018']\n",
    "dLeanTre2018  = HDplanDF['dLeanTre2018']\n",
    "dLeanSoS2018  = HDplanDF['dLeanSoS2018']\n",
    "dLeanAud2018  = HDplanDF['dLeanAud2018']\n",
    "dLeanPres2020 = HDplanDF['dLeanPres2020']   \n",
    "elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "             dLeanAud2018, dLeanPres2020]\n",
    "nElections = len(elections)\n",
    "activeHDs = list()\n",
    "HDweightSum = 0. \n",
    "HDTL = [[]]*nHDs  #HDtractList\n",
    "for t in range(nHDs):\n",
    "    HDTL[t] = list()\n",
    "    if HDweight[t] > 0.0000011:\n",
    "        activeHDs.append(t)\n",
    "        HDweightSum += HDweight[t]\n",
    "print(\"I built the list of active HDs.  Total HDweight is\", HDweightSum)\n",
    "# import ast  #already done\n",
    "for t in activeHDs:\n",
    "    if HDplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        HDTL[t] = ast.literal_eval(HDplanTractListString[t])\n",
    "#this block is special for inCounty-only (regional-focused) HD studies\n",
    "activeHDs = list()\n",
    "for t in range(nHDs):    \n",
    "    if HDTL[t] != list():\n",
    "        activeHDs.append(t)\n",
    "legisHDTL = HDTL.copy()\n",
    "\n",
    "print(\"Now we build the municipality stats and shapes\")\n",
    "vName = \"OH04Jan_vtdTrumpBidenPops.csv\"\n",
    "vDF = pd.read_csv(\"state_HD_output/\"+vName)\n",
    "vtdTrump = vDF['vtdTrump']\n",
    "vtdBiden = vDF['vtdBiden']\n",
    "mName = \"OH04JanMunistatsUnmodified.csv\"\n",
    "muniDF = pd.read_csv(\"state_HD_output/\"+mName)\n",
    "muniPop = muniDF['muniPop']\n",
    "nMunis = len(muniPop)\n",
    "muniTLS = muniDF['muniTractList']\n",
    "muniTractList = [list() for i in range(nMunis)]\n",
    "muniPCPx = muniDF['centroid x']\n",
    "muniPCPy = muniDF['centroid y']\n",
    "muniPCP = [Point(muniPCPx[i], muniPCPy[i]) for i in range(nMunis) ]\n",
    "muniGeom = [muniPCP[i] for i in range(nMunis)]\n",
    "muniLean = [0.6]*nMunis\n",
    "for m in range(nMunis):\n",
    "    muniTractList[m] = list()\n",
    "    if muniTLS[m] != \"[]\":\n",
    "        muniTractList[m] = ast.literal_eval(muniTLS[m])\n",
    "        mTrumpers = 0\n",
    "        mBideners = 0\n",
    "        for v in muniTractList[m]:\n",
    "            muniGeom[m] = muniGeom[m].union(tractGeom[v])\n",
    "            mTrumpers += vtdTrump[v]\n",
    "            mBideners += vtdBiden[v]\n",
    "        if mBideners + mTrumpers > 0:\n",
    "            muniLean[m] = mTrumpers / (mTrumpers + mBideners)\n",
    "\n",
    "print(\"Here, we convert the raw by-HD results to a mean seat expectation for each HD\") #legislative, any-split\n",
    "print(\"Before running this, check that nHDs and activeHDs are properly defined\")\n",
    "electionMeanDemvote = [0.39037, 0.45732, 0.53407, 0.47826, 0.48075, 0.4672, 0.48099, 0.48219, 0.45219] \n",
    "electionMeanGOPvote = [1. - ee for ee in electionMeanDemvote ]\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "HDfracGOPseats = [meanGOPvote]*nHDs\n",
    "HDvGOP = [meanGOPvote]*nHDs\n",
    "for h in activeHDs:\n",
    "    eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "    fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "    R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "    y0 = fit[1]\n",
    "    HDvGOP[h] = y0 + meanGOPvote*R\n",
    "    #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "    fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "    fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "    Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "    y0 = fit[1]\n",
    "    HDfracGOPseats[h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error\n",
    "\n",
    "print(\"Now we calc the 'HDvGOP2' HD leans after applying muni no-split\")\n",
    "infilename2 = \"OH99HD3muniV_dLeans.csv\" #\"OH15CinCleCountyCombined.csv\" #\"OH99origHDvtd13Nov.csv\"  \n",
    "HDplanDF2 = pd.read_csv(\"enacted_analysis/\"+infilename2)\n",
    "\n",
    "dLeanSen2016  = HDplanDF2['dLeanSen2016']\n",
    "dLeanPres2016 = HDplanDF2['dLeanPres2016']\n",
    "dLeanSen2018  = HDplanDF2['dLeanSen2018']\n",
    "dLeanATG2018  = HDplanDF2['dLeanATG2018']\n",
    "dLeanGov2018  = HDplanDF2['dLeanGov2018']\n",
    "dLeanTre2018  = HDplanDF2['dLeanTre2018']\n",
    "dLeanSoS2018  = HDplanDF2['dLeanSoS2018']\n",
    "dLeanAud2018  = HDplanDF2['dLeanAud2018']\n",
    "dLeanPres2020 = HDplanDF2['dLeanPres2020']   \n",
    "elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "             dLeanAud2018, dLeanPres2020]\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "HDfracGOPseats2 = [meanGOPvote]*nHDs\n",
    "HDvGOP2 = [meanGOPvote]*nHDs\n",
    "for h in activeHDs:\n",
    "    eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "    fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "    R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "    y0 = fit[1]\n",
    "    HDvGOP2[h] = y0 + meanGOPvote*R\n",
    "    #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "    fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "    fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "    Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "    y0 = fit[1]\n",
    "    HDfracGOPseats2[h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error\n",
    "\n",
    "print(\"first Fig. I Congressional prep block -- read in and parse the Congressional HDtractLists vs. rule set\")\n",
    "print(\"The, compute the mean HDvGOP for each HDtractList file at stateGOP = 0.54\")\n",
    "\n",
    "Aname = \"31DecOH15origHDvt_dLeans.csv\"\n",
    "AplanDF = pd.read_csv(\"enacted_analysis/\"+Aname)   #don't need the election results for this plot, but will later\n",
    "Bname = \"10JanOH15allmuniColum_dLeans.csv\"   #\"10JanOH15allmuniColum_dLeans.csv\"  #\"10JanOH15_5bigCityVTD_dLeans.csv\"\n",
    "BplanDF = pd.read_csv(\"enacted_analysis/\"+Bname)\n",
    "Cname = \"31DecOH15county26_dLeans.csv\" #\"01JanOH15CinClevtd11D_dLeans.csv\"  #, etc\n",
    "#MAY WANT TO REPLACE THIS WITH no-muni, no-county-split when I have run that      \n",
    "CplanDF = pd.read_csv(\"enacted_analysis/\"+Cname)\n",
    "nHD15s = len(AplanDF['HDtractList'])       #nHD15's = 3168 (for 15-district map, we used Census tracts)\n",
    "HDCP15x = AplanDF['centroid x']\n",
    "HDCP15y = AplanDF['centroid y']\n",
    "HD15tractPop = AplanDF['tractPop']  #HDtractPop  #tractPop\n",
    "HDCP15 = [Point(HDCP15x[i], HDCP15y[i]) for i in range(nHD15s) ]   # we will reserve \"HDCP\" for the vtd-based HD centers\n",
    "planDFs = [AplanDF, BplanDF, CplanDF]\n",
    "A_HDTL = [list() for h in range(nHD15s) ]\n",
    "B_HDTL = [list() for h in range(nHD15s) ]\n",
    "C_HDTL = [list() for h in range(nHD15s) ]\n",
    "for h in range(nHD15s):\n",
    "    A_HDTL[h] = list()\n",
    "    B_HDTL[h] = list()\n",
    "    C_HDTL[h] = list()\n",
    "HDTL_lists = [A_HDTL, B_HDTL, C_HDTL]\n",
    "activeHD15s = list()\n",
    "for i, plan in enumerate(planDFs):\n",
    "    HDplanTractListString = plan['HDtractList']\n",
    "    print(\"building the HDTL lists for plan\",i)\n",
    "    for h in range(nHD15s):\n",
    "        if HDplanTractListString[h] != \"[]\" :  #we skip empty lists (nonpopd tracts)\n",
    "            HDTL_lists[i][h] = ast.literal_eval(HDplanTractListString[h])\n",
    "            if i == 0:  #only need to build the list of active (nonempty) HDs once\n",
    "                activeHD15s.append(h)\n",
    "\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "planDFlist = [AplanDF, BplanDF, CplanDF]\n",
    "planName = [\"anySplit\",\"wholeMuni\",\"wholeCounty\"]  #[\"anySplit\",\"wholeMuni\",\"wholeCinCle\"]\n",
    "HD15vGOP =         [ [0.6]*nHD15s for i in range(len(planDFlist)) ]\n",
    "HD15fracGOPseats = [ [0.6]*nHD15s for i in range(len(planDFlist)) ]\n",
    "for i, planDF in enumerate(planDFlist):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "                 dLeanAud2018, dLeanPres2020]   \n",
    "\n",
    "    for h in activeHD15s:\n",
    "        if h%1000 == 0:\n",
    "            print(\"working on mean GOP vote for HD, plan =\",h,planName[i])\n",
    "        eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "        fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "        R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "        y0 = fit[1]\n",
    "        HD15vGOP[i][h] = y0 + meanGOPvote*R\n",
    "        #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "        fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "        fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "        Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "        y0 = fit[1]\n",
    "        HD15fracGOPseats[i][h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bb0eff92-db32-4358-9ab8-01a89df8f8c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8941\n"
     ]
    }
   ],
   "source": [
    "legHDTL = HDTL.copy()  #if error below for \"undefined legHDTL\"\n",
    "print(len(legHDTL))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "85bf992b-c972-4b0d-9d58-fef2e0e87e1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KMixDuWtyMkwj6VgAcNYorwEAAF7nyMQRWYaVdAwAAICzYmdtKZIKTxYkS8pdnZNhUGADqE+U1wAAAK9zZPIIhzUCAIC6ZuePFthPFGTYhrJXZCmwAdQlymsAAICjKmFFY5Ux+bafdBQAAIBzYjfaiuNYo4+OyrAMZd6cocAGUHc4sBEAAOCoicqEyrUy5TUAAJgXnCZHdoOt0UdGVewpJh0HAGaM8hoAAOCoieqESrWSPMtLOgoAAMB54TQ7MjxDo4+NqnK4knQcAJgRymsAAICjJquTiuJIlsmBjQAAYP5wO1zVRmsaeXRE4WSYdBwAOGOU1wAAAEdVworEKkgAADDPGIYhf7mv4u6iRjeNKo7ipCMBwBmhvAYAADiqElYkXssBAIB5yLAN+V2+xreOa/z58aTjAMAZobwGAAA4qlwry2D0GgAAzFNW2pLdaKuwuaByXznpOABwWpTXAAAAR5VqJdmmnXQMAACAC8ZtcRVNRBp7dkxxyFvOAMxtlNcAAABHlWolDmsEAADznrfUU7GnqOKuYtJRAOCUKK8BAACOill4DQAAFgDTN2V4hgpPFxROhknHAYCTorwGAAAAAABYYLzFnioHKhp/gcMbAcxdlNcAAAAAAAALjGEZclodTTw3oepwNek4AHBClNcAAAAAAAALkN1kqzZaU3E3u68BzE2U1wAAAEdZhqU4Zu81AABYGAzDkN1ga/LlSUXlKOk4AHAcymsAAICjfNtXGHNoEQAAWDicRY4qhysqvVpKOgoAHIfyGgAA4CjXchVGlNcAAGDhMGxDpmNq4uUJxRHvQAMwt1BeAwAAHOVariLxllkAALCwOG2OKvsrqg5wcCOAuYXyGgAA4CjbtGUYRtIxAAAAZpWVshQWQ1WPUF4DmFsorwEAAI7ybE/i3bIAAGABMlxDpQPsvQYwt1BeAwAAHOXbviQpjmmwAQDAwmLnbFX2VxSWOP8DwNxBeQ0AAHCUb/tyTEe1qJZ0FAAAgFll5SzVCjX2XgOYUyivAQAAjvJtX47lqBrxog0AACwspmMqrsWqDfFLfABzB+U1AADAUb7ty7VclcNy0lEAAABmnymF46wNATB3UF4DAAAc5VmeAjtQuUZ5DQAAFh7TM1Ud5h1oAOYOymsAAICjDMNQU6qJ8hoAACxIpmuqNlLj8GoAcwblNQAAwOs0+U2qhJWkYwAAAMw60zMVFSNF5SjpKAAgifIaAADgGGk3rVhMGwEAgIXH8AzF1VhRifIawNxAeQ0AAPA6GTcjwzAUxbxoAwAACxS/xwcwR1BeAwAAvE7Wy8q3fZVqpaSjAAAAzD6KawBzCOU1AADA62TdrAI7ULFaTDoKAABAMiiwAcwRlNcAAACv41iOGvwGFWuU1wAAYIExRHENYE6hvAYAAHiDlnQLk9cAAGDhiTXVFBlJBwGAKZTXAAAAb9DoNypm7AgAACwwcTWW4RgyPeoiAHMDP40AAADeIOflZBiGwihMOgoAAMCsiauxDNuQ6VMXAZgb+GkEAADwBnk/r7ST1mR1MukoAAAAsyaqRLLSlgyTvSEA5gbKawAAgDfIuBmlXcprAACwsMS1WFbaSjoGAEyjvAYAAHgD0zDVmmrVZI3yGgAALBxROZLdYCcdAwCmUV4DAACcQEu6RdWwmnQMAACA2ROL8hrAnEJ5DQAAcAJ5Py9JiuM44SQAAAAXXhzGMkxDVo61IQDmDsprAACAE8h7efmOr2KtmHQUAACACy4qRjIDU3aWyWsAcwflNQAAwAnkvJzSNoc2AgCAhSGcDGWlLVlZJq8BzB2U1wAAACfgWI4WpRdRXgMAgAUhnAjltDoyTCPpKAAwjfIaAADgJNrSbSrVSknHAAAAuODiSiyvw0s6BgAcg/IaAADgJF47tBEAAGA+i6qRDNuQ0+wkHQUAjkF5DQAAcBJ5Ly/HclSulZOOAgAAcMGE46HsrC27icMaAcwtlNcAAAAnkfNySjsc2ggAAOa3cCyU0+LICjisEcDcQnkNAABwEoETKOflVKwVk44CAABwwUTFSO4SN+kYAHAcymsAAIBTaM20MnkNAADmrdf2XbttlNcA5h7KawAAgFNo8psUxVHSMQAAAC6IsBDKztlyFnFYI4C5h/IaAADgFLJeVoZhUGADAIB5qTZak9vpyvLZdw1g7qG8BgAAOIWcl5Nv+yrVSklHAQAAOO/iaix/iZ90DAA4IcprAACAU8i4GcprAAAwL4WToazAktPKyhAAcxPlNQAAwCm4lqusm6W8BgAA805ttCa7yZbTTHkNYG6ivAYAADiNRalFKtaKSccAAAA4r8KxUP4yX4ZpJB0FAE6I8hoAAOA0GvwGhVGYdAwAAIDzJg5jGYYht91NOgoAnBTlNQAAwGlk3EzSEQAAAM6rWqEmK2fJbaW8BjB3UV4DAACcRuAEMg2T6WsAADBvhKOh3HZXVtpKOgoAnBTlNQAAwGkEdiDXdlUJK0lHAQAAOC+iciS/y086BgCcEuU1AADAaaSclDzTo7wGAADzQlSOZLqmnFYn6SgAcEpnVV7fcccdWr58uXzf15VXXqlHH330lNcvl8v64he/qO7ubnmep5UrV+o73/nOMde55557dPHFF8vzPF188cW69957zyYaAADAeefZnjyb8hoAAMwPtdGa7AZbTjPlNYC5bcbl9d13363PfOYz+uIXv6gtW7bohhtu0Hvf+1719vae9DYf/vCH9cADD+jb3/62duzYoe9///tat27d9Nc3bdqkm2++WR/96Ef13HPP6aMf/ag+/OEPa/PmzWf3qAAAAM4j0zCVcTMqh+WkowAAAJyzsBDK6/JkOrwhH8DcZsRxHM/kBm9961t1xRVX6Jvf/Ob0ZRdddJF+53d+R7fddttx1//lL3+p//Jf/ot2796tpqamE97nzTffrEKhoF/84hfTl73nPe9RY2Ojvv/9759RrkKhoHw+r9HRUeVyuZk8JAAAgNP61Su/0s7Bnepu6E46ChagnsEe3dBygzof7JSZMWVn7aQjAQDq2OSOSTV/oFnpdemkowBYoM60y53Rr9gqlYqeffZZbdiw4ZjLN2zYoCeeeOKEt/nJT36iq666Sn/3d3+nJUuWaM2aNfrsZz+rYrE4fZ1NmzYdd5/vfve7T3qf0tQqkkKhcMwHAADAhRI4gWpRLekYAAAA5yQshrICi5UhAOrCjEY2BgYGFIah2trajrm8ra1NfX19J7zN7t279dhjj8n3fd17770aGBjQH/3RH2loaGh673VfX9+M7lOSbrvtNt16660ziQ8AAHDWUk5KYRwmHQMAAOCchOOhrKwlu5F38QCY+85quZFhGMd8HsfxcZe9JooiGYahf/u3f9PVV1+t973vffrqV7+qu+6665jp65ncpyR94Qtf0Ojo6PTHvn37zuahAAAAnBHXcpOOAAAAcM7CQih3sSvTZt81gLlvRr9mW7RokSzLOm4iur+//7jJ6dd0dHRoyZIlyufz05dddNFFiuNY+/fv1+rVq9Xe3j6j+5Qkz/Pked5M4gMAAJw122Q6CQAA1L84jOV10KcAqA8z+jWb67q68sortXHjxmMu37hxo6677roT3ub666/XwYMHNT4+Pn1ZT0+PTNNUZ2enJOnaa6897j7vu+++k94nAADAbDMNppMAAEB9i2uxDMuQ3cAv5QHUhxm/Crvlllv0z//8z/rOd76jl19+WX/2Z3+m3t5effrTn5Y0tc7jYx/72PT1P/KRj6i5uVkf//jHtW3bNj3yyCP63Oc+p0984hMKgkCS9Kd/+qe677779Ld/+7favn27/vZv/1b333+/PvOZz5yfRwkAAHCOKK8BAEC9CydDWSlLVs5KOgoAnJEZ/6rt5ptv1uDgoL70pS/p0KFDWr9+vX7+85+ru7tbknTo0CH19vZOXz+TyWjjxo364z/+Y1111VVqbm7Whz/8Yf31X//19HWuu+46/eAHP9Bf/uVf6q/+6q+0cuVK3X333XrrW996Hh4iAADAuaO8BgAA9S6ajGRmTFkZymsA9cGI4zhOOsT5UCgUlM/nNTo6qlwul3QcAAAwz+we3q17X75Xa5rXJB0FC1DPYI9uaLlBnQ92ysyYsrO83RsAMHPF3UWlL0mr6Z1NSUcBsMCdaZfLCBEAAMAZiONYsebF7/wBAMACFddiOYucpGMAwBmjvAYAADgDURzJkJF0DAAAgHNipVkZAqB+UF4DAACcgSiOko4AAABw1uIwlgzJDKiCANQPfmIBAACcAcprAABQz+JqLMuzZPpUQQDqBz+xAAAAzkAYh0lHAAAAOGtRJZLhGJTXAOoKP7EAAADOQLlWTjoCAADAWYursQyX8hpAfeEnFgAAwBmYrE3KNHjqBAAA6lMcxZIpmTbPZwDUD35iAQAAnIGJyoQc00k6BgAAwNmJJcMwkk4BADNCeQ0AAHAGxivjcizKawAAUKdi0QIBqDv82AIAADiNMAqnymsmrwEAQL2KJTF4DaDOUF4DAACcxkR1QuVaWYETJB0FAADgrLE2BEC9obwGAAA4jfHKuIq1ojzLSzoKAADA2bGkqBxNHdwIAHWC8hoAAOA0JioTCuOQndcAAKBuma6puBYrKkVJRwGAM0Z5DQAAcBpjlTHFMVNKAACgfhmOobhCeQ2gvlBeAwAAnMbh8cOsDAEAAHXNdE1FlUhRmfIaQP2gvAYAADiFaljV4fHDyriZpKMAAACcNcM2ptaGFCmvAdQPymsAAIBTGCmNaKI6obSTTjoKAADAOauN1pKOAABnjPIaAADgFIZLwyrVSvJtP+koAAAA58QMTJUPlJOOAQBnjPIaAADgFAYmByRJhmEknAQAAODcWGlL1f4qe68B1A3KawAAgJMIo1B7h/cq62aTjgIAAHDOrKylcDxUdbiadBQAOCOU1wAAACcxWBzUcGlYeT+fdBQAAIBzZrqmokqk2iB7rwHUB8prAACAk+if6NdkdVIpJ5V0FAAAgPPC9E1NvjKpOI6TjgIAp0V5DQAAcBK9o73ybC/pGAAAAOeN0+yocqCi6gCrQwDMfZTXAAAAJzBWHtOBwgE1+A1JRwEAADhvrMzU3uvSvlLSUQDgtCivAQAATuDA2AGNlkaV99h3DQAA5hcrZ6nYU1QcsjoEwNxGeQ0AAHACrwy9ItdyZRo8XQIAAPOLs8hRpa+i8oFy0lEA4JR4NQYAAPAGQ8Uh7S/sV3OqOekoAAAA553pmVIsjb8wrjhi+hrA3EV5DQAA8AYHCgc0Vh5T1s0mHQUAAOCCcBe7Ku0qqbyf6WsAcxflNQAAwOvUopq2D2xX2knLMIyk4wAAAFwQVspSHMUaf57pawBzF+U1AADA6xwoHNCBsQNqTbcmHQUAAOCCche7Kr5SVKm3lHQUADghymsAAIDX6RnsURzH8mwv6SgAAAAXlBVYkqTxreOKqlHCaQDgeJTXAAAARw0Vh7RreJdaUi1JRwEAAJgV3lJPxVeKmnhxIukoAHAcymsAAICjXhl6RYVyQTkvl3QUAACAWWG6puwmW2NPj6nSX0k6DgAcg/IaAABA0nhlXC/2v6hFwSIOagQAAAuK2+IqHAtV2FxgfQiAOYXyGgAAQFLPQI8GJgfUnGpOOgoAAMCs87o9Te6Y1MRLrA8BMHdQXgMAgAVvojKhF/pfUKPfKNPg6REAAFh4TM+U3Whr7KkxlQ+Wk44DAJIorwEAALRzcKf6J/o5qBEAACxobqurcDLUyMMjqhVqSccBAMprAACwsE1WJ/VC/wvKeTlZppV0HAAAgET5y3yV95c18siIogr7rwEki/IaAAAsaNuObNOh8UNqS7clHQUAACBxhmXIX+5r8uVJjT45qjiKk44EYAGjvAYAAAvWSGlEW/u2alGwiKlrAACAo0zPlLvE1fiz4xp/cTzpOAAWMMprAACwYD1/+HkNF4e1KLUo6SgAAABzip21ZeUtFR4raHLnZNJxACxQlNcAAGBB6p/o10v9L6kt0ybDMJKOAwAAMOe4La5kSsO/HlZxVzHpOAAWIMprAACw4ERxpGcPPqvJ6qQa/cak4wAAAMxZ3hJPiqThB4ZV3EOBDWB2UV4DAIAFZ9fQLm0f2K7OXGfSUQAAAOY8r9NTVI00/MCwSq+Wko4DYAGhvAYAAAvKZHVSzxx8Rq7lKuWkko4DAABQF/wuX1Ep0vD9wyrto8AGMDsorwEAwILywuEXtK+wT0uyS5KOAgAAUFe8Lk/hRKjh+4ZV3M0KEQAXHuU1AABYMA6PH9bWvq1qTbfKMq2k4wAAANQVwzDkLfMUlkIN/WpIE9smFMdx0rEAzGOU1wAAYEGohlU9deApjVfG1Rw0Jx0HAACgLhmGIb/Ll2EbGr5/WGPPjimOKLABXBiU1wAAYEHYdmSbdgzuUHe+O+koAAAAdc9td2XlLY0+MqrRJ0YVVaOkIwGYh+ykAwAAAFxoA5MDevrA02rwGuTZXtJxAAAA5gWnyZHhGCo8WVBUjJS/IS/LZzUbgPOHyWsAADCvhVGozfs3a6Q8otZ0a9JxAAAA5hU7a8tb6ml8y7iGfjmk6mA16UgA5hEmrwEAwLz2Uv9L0+tCDMNIOg4AAMC8Y6Us+at8FV8pKhwNlb8hr2BFkHQsAPMAk9cAAGDe6p/o11MHnlLOzcm3/aTjAAAAzFumYypYE6g2XtPQL4ZUeKagOOQgRwDnhvIaAADMS5Wwoif2PaFCuaC2TFvScQAAAOY9wzDkd/ky06ZGHhrR8APDCifCpGMBqGOsDQEAAPPSlkNbtHNwp1Y0rkg6CgAAwILiNDsyA1PjW8dVG6kp//a8vHYOzQYwc0xeAwCAead3tFfPHnpWbek2uZabdBwAAIAFx0pZClYHKh8oa/DfBzX2/BhrRADMGOU1AACYV8Yr43p83+OqhTU1Bo1JxwEAAFiwDNtQsCqQDGn4/mEN3T+k2mgt6VgA6ghrQwAAwLwRRqE27dukfaP7tKZpTdJxAAAAIMltc2XlLE08P6Fqf1W5a3MKVgYyDCPpaADmOCavAQDAvPFi/4t6/vDz6s53yzKtpOMAAADgKCuwFKwJVBurafBngxp5dERhkcMcAZwak9cAAGBeODh2UE8eeFKNfqNSTirpOAAAAHgDwzTkL/VVK9Q0tnlM1cNV5a/Ly1vCYY4ATozJawAAUPcmKhN6rPcxFatFtaRbko4DAACAU7BztoJVU4c5DvxkQKNPjiosMYUN4HiU1wAAoK6FUagn9j2hvSN7tSy/LOk4AAAAOAOGbShYGchMmxp9dFSDPxlU6dWS4jhOOhqAOYTyGgAA1LXn+p5jzzUAAECdchqdqSnsvqkp7JFHRxROMIUNYAo7rwEAQN16deRVPXngSTUHzey5BgAAqFOGbShYHkzvwi7vKyv31pyCFYEM00g6HoAEMXkNAADq0khpRI/2PqowCtWcak46DgAAAM6RnbMVrA5UG6lp8KeDGv71sKoj1aRjAUgQk9cAAKDulGtlPfbqY+ob79PqptVJxwEAAMB5YliG/C5f4Xio8S3jKveWlbkyo/RFaZkuM5jAQsN/9QAAoK5EcaTNBzbr5YGXtbxhuUyDpzMAAADzjZWxFKwNFIexhjcOa/DfOdARWIiYvAYAAHXlpf6X9MzBZ7Qku0Su5SYdBwAAABeIYRhy213ZzbZK+0oqHywrvT6tzOUZOQ1O0vEAzALKawAAUDf2je7TE/ueUN7LK+tlk44DAACAWWA6poIVgWpjNY09M6bSnpIyV2SUvphVIsB8x3/hAACgLgwXh/Xwqw+rXCurNd2adBwAAADMMjtr/8cqkfuHNfCTARX3FlklAsxjTF4DAIA5r1Qr6dHeR9U31qfVzRzQCAAAsFC9fpVIeV9ZlYMVBesCZS/Lym1lpRww31BeAwCAOS2MQm3at0nbB7ZrVeMqDmgEAADA9CqRcCLUxPMTKu0uKXNpRulL07Jz1F3AfMGrPwAAMKdt7duqLX1b1JXrkmNxMA8AAAD+g5W2lFqbkpkyNfr4qI788IjGnhtTVI6SjgbgPOBXUQAAYM7aObhTm/ZvUlPQpLSbTjoOAAAA5iin0ZGdt1Xtr2r4vmEVtxeVuSKjYEUgwzKSjgfgLFFeAwCAOalvvE+PvPqILMNSc9CcdBwAAADMcYY5tQ/bWeSofLCswX8fVLAmUOayjLwlngyDEhuoN5TXAABgzimUC3po70MqlAta2bgy6TgAAACoI4ZtyO/yFZUiFXcWVdpbUmptSpk3ZeS2cagjUE8orwEAwJxSrpX1yN5HtG90n1Y3rWZCBgAAAGfF9E0FqwKF46HGnxtX8ZWiUhenlLk0I6eJs1SAekB5DQAA5owwCvXEvie0bWCbVjaulGVaSUcCAABAnbMyU4c61kZqGntqTMWeotKXppW+OC07RzUGzGX8FwoAAOaMLX1b9JtDv1FXrkuuxVs6AQAAcP7YDbasvKXaUE0jj4xoctuk0pellV6XlpViaAKYiyivAQDAnNAz2KMn9j2hRalFSrvppOMAAABgHjIMQ06zI7vRVvVIVSMPTJXYmcsySq1OyfTMpCMCeB3KawAAkLgDhQN6eO/D8ixPTUFT0nEAAAAwzxmmIbfNlbPIUeVwRUO/HNLECxPKvDmjYFUg06XEBuYCymsAAJCooeKQHtz7oCark1rRuCLpOAAAAFhADMuQt9hTXItV6ato8OeD8pZ4ylyeUbAykOlQYgNJorwGAACJmaxO6qG9D6lvvE+rm1YnHQcAAAALlGEb8jo9RdVoqsT+2aD8pb4yb87IX+FTYgMJobwGAACJqIZVPfrqo3pl6BWtalwl0+AFAQAAAJJlOqb8pf5UiX2oooGfDsjv8pW5LCN/uS/T5jkrMJsorwEAwKyL4khPHXhKLxx+Qcvyy+RYTtKRAAAAgGmmY8rv8hVVpkrswX8flL/MV/pNafnLKLGB2UJ5DQAAZt0Lh1/QUweeUke2Q4ETJB0HAAAAOCHTNeV3T5XY5f1llfaW5HV5U+tEmMQGLjjKawAAMKt2D+/W4/seV97LK+flko4DAAAAnJbpmvKX+4rKRyexewenSuw3HS2x2YkNXBCU1wAAYNb0jffpob0PSbHUkm5JOg4AAAAwI6Znyl/2H+tEBl49uhP7TRzsCFwIlNcAAGBWjJZG9eDeBzVaGtXKxpVJxwEAAADO2uvXiVT6Khr42YD8zqmd2MGKQKZLiQ2cD5TXAADggivVSnr41Yd1oHBAqxpXyTCMpCMBAAAA58x0jx7sWJ2axC79rHRsie1RYgPngvIaAABcUGEU6vHex7VjYIdWNK6QZVpJRwIAAADOK9N5XYndN1Viux2uMm/OKFgVyPJ5DgycDcprAABwwcRxrGcOPqMtfVvUle+Sa7lJRwIAAAAuGNMx5S/1FddiVQ5XNPSLIbkdrtLr00qtTslKU2IDM0F5DQAALpiXB17Wk/ufVGu6VSknlXQcAAAAYFYYtiFviac4jFXpr2h447AmnptQan1KqTUp2VkqOeBMnNXinTvuuEPLly+X7/u68sor9eijj570ug899JAMwzjuY/v27dPXueuuu054nVKpdDbxAADAHNA72qtHX31UKSelRr8x6TgAAADArDMsQ16Hp2B1oKgSaeTXIzry/x3R6OZR1UZrSccD5rwZ/5rn7rvv1mc+8xndcccduv766/Wtb31L733ve7Vt2zZ1dXWd9HY7duxQLpeb/rylpeWYr+dyOe3YseOYy3zfn2k8AAAwBwxODurBvQ+qHJa1vGF50nEAAACARBmWIbfdldPqqDpY1ejDo5p4YULpi9JKrUvJaXaSjgjMSTMur7/61a/qk5/8pD71qU9Jkr72ta/pV7/6lb75zW/qtttuO+ntWltb1dDQcNKvG4ah9vb2M85RLpdVLpenPy8UCmd8WwAAcOFMVCb04N4HNTg5qJWNK5OOAwAAAMwZhmnIbXHlLHJUG6pp9IlRjb84rtS6lNLr0nLbOCMGeL0ZrQ2pVCp69tlntWHDhmMu37Bhg5544olT3vbyyy9XR0eHbrrpJj344IPHfX18fFzd3d3q7OzUBz7wAW3ZsuWU93fbbbcpn89PfyxdunQmDwUAAFwA1bCqx3of057hPVresFymcVYbygAAAIB5zTAMOc2OUutSsgJLY0+P6cg9RzS0cUjlA2XFcZx0RGBOmNEryoGBAYVhqLa2tmMub2trU19f3wlv09HRoTvvvFP33HOPfvjDH2rt2rW66aab9Mgjj0xfZ926dbrrrrv0k5/8RN///vfl+76uv/567dy586RZvvCFL2h0dHT6Y9++fTN5KAAA4DyL4khPHXhKzx9+Xssalsk2OYQGAAAAOB270VZqbUpW3tLE8xM6cu8RDf1ySKXekuKIEhsL21m9qjQM45jP4zg+7rLXrF27VmvXrp3+/Nprr9W+ffv0la98RW9/+9slSddcc42uueaa6etcf/31uuKKK/SNb3xDt99++wnv1/M8eZ53NvEBAMAF8OLhF/XUgae0OLtYvs25FQAAAMBM2Dlbds5WOBFqcvukJndMyl/hK3NJRl63J9PmXY1YeGb0t37RokWyLOu4Kev+/v7jprFP5ZprrjnlVLVpmnrLW95yyusAAIC5Y+/IXj2+73HlvbxyXu70NwAAAABwQlbaUrAqkLvYVWlPSQM/HtDAjwY0uWNSUSVKOh4wq2ZUXruuqyuvvFIbN2485vKNGzfquuuuO+P72bJlizo6Ok769TiOtXXr1lNeBwAAzA0DkwN6+NWHFUahWtItSccBAAAA5gUrsBSsCOR1eaocrmjgpwM6cs8RTbw0obAYJh0PmBUzXhtyyy236KMf/aiuuuoqXXvttbrzzjvV29urT3/605KmdlEfOHBA3/3udyVJX/va17Rs2TJdcsklqlQq+t73vqd77rlH99xzz/R93nrrrbrmmmu0evVqFQoF3X777dq6dav+8R//8Tw9TAAAcCFMVCb08N6HNTAxoNVNq5OOAwAAAMw7pmfK7/IVVSNVD1c1+ItBuW2u0uvTClYHsjOcNYP5a8Z/u2+++WYNDg7qS1/6kg4dOqT169fr5z//ubq7uyVJhw4dUm9v7/T1K5WKPvvZz+rAgQMKgkCXXHKJfvazn+l973vf9HVGRkb0h3/4h+rr61M+n9fll1+uRx55RFdfffV5eIgAAOBCqEU1Pb7vce0a3qXVTatPev4FAAAAgHNnOqa8Tk9xGKt6pKrh+4c1vmVcqUtSSq1NyWlwko4InHdGHMfz4tjSQqGgfD6v0dFR5XLs2gQA4EKK41ibD2zWY72PqSvXpcAJko4EzGs9gz26oeUGdT7YKTNjys4yYQUAwEIXR7Gqg1XVBmqyG22l1qWUWpeS2+ImHQ04rTPtcnnWCwAAZqxnsEeb929WW7qN4hoAAABIgGEacltcOYsc1YZrKjxZ0MSLEwrWBEpfnJbb7vLuSNQ9ymsAADAjh8YO6dFXH5Vv+2rwG5KOAwAAACxohmHIaXLkNDmqjdY0vnVcxe1F+St9pS9Oy+v0ZJiU2KhPlNcAAOCMjZXH9PCrD2u8Oq6VjSuTjgMAAADgdey8LTtvKxwPNfnypCZ3TMpf7iuzPiOvy5Npm0lHBGaE8hoAAJyRaljVo68+qn2j+7S6aXXScQAAAACchJWxFKwKFBZDlfaUVNpVkrfUU+bSjPzlvkyXEhv1gfIaAACcVhzHevrg03rpyEta3rBclmklHQkAAADAaViBpWBFoKgcqXK4ooFXB+Qt9pR5U0b+Cl9WwPN6zG2U1wAA4LR6Bnv09IGn1ZHpkGd7SccBAAAAMAOmZ8rv8hVVI1UPVzX4i0G5ra7Sl6YVrA5kZ6gIMTfxNxMAAJzS4fHDeqz3Mfm2r7yfTzoOAAAAgLNkOqa8Tk9xGKvSX9Hw/cMa3zKu9Pq0UmtTsvNUhZhb+BsJAABOaqIyoUdefUSj5VGtalyVdBwAAAAA54FhGfI6PMVtsaqDVY08PKLx58eVviit1LqUnGYn6YiAJMprAABwEmEU6ol9T2jPyB6tblotwzCSjgQAAADgPDJMQ26LK2eRo9pQTaNPjGr8xXGl1qWUXpeW2+YmHRELHOU1AAA4oRcOv6DnDz+v7ny3bJOnDAAAAMB8ZRiGnGZHTrOj2nBNY0+PaXLbpIJVgdIXp+UudhlmQSJ4JQoAAI6zv7BfTx54Uo1+o1JOKuk4AAAAAGaJ3WjLbrRVK9Q08fyEJndMKlgZKH1JWl6nJ8OkxMbsobwGAADHGCuP6dHeR1WulbWkcUnScQAAAAAkwM7ZsnO2wolQk9snVdxZlL/CV/qStPwuX4ZFiY0Lj/IaAABMC6NQm/Zv0v7R/VrdtDrpOAAAAAASZqUtBasChZOhiq8UVXylKH+Zr8ylGXndnkzbTDoi5jHKawAAMO35w8/r+cPPqyvfJcu0ko4DAAAAYI6wUpaClYGiUqRSb0mlPSX5Xb7Sb0rLX+bLdCixcf5RXgMAAEnSgcIBPXXgKTX5Tey5BgAAAHBCpm8qWB4oKkcqHyqr9GpJXqen9JvSClYEMl1KbJw/lNcAAECT1Uk9vu9xFWtFLW5cnHQcAAAAAHOc6Znyu31F1UiVQxWVflqSt8RT5s0ZBSsDmR4lNs4d5TUAAAtcHMd6av9TenXkVa1qWpV0HAAAAAB1xHRM+V1TJXb1cFWDPx+cKrHflFGwihIb54byGgCABa5nsEdbD29VZ65TtslTAwAAAAAzZzqmvE5PcS1Wpa+iwV8Myl3sKvvmrPyVviyfM3Uwc7xCBQBgARsqDmnT/k3yLV8ZN5N0HAAAAAB1zrCNY0vsXw7KbXen1omsCiixMSOU1wAALFBhFGrz/s0amBjQmuY1SccBAAAAMI8cU2Ifrmjol0NTJfZllNg4c5TXAAAsUC/1v6RtR7apu6FbhmEkHQcAAADAPGTYhrwlx5fY2cuz7MTGaVFeAwCwAB2ZOKKnDjylvJeXb/tJxwEAAAAwz02X2OF/7MT2lnhTk9grA5kuJTaOR3kNAMACUw2r2rR/kwqVglY1rko6DgAAAIAFxLBeN4ndV9Hgzwbld/nKvDkjf4Uv06HExn+gvAYAYIF5qf8l9Qz2aFl+GetCAAAAACTitZ3YUTVS5VBFAz8dkN99tMRe7su0KbFBeQ0AwIIyMDmgZw4+o0a/UZ7tJR0HAAAAwAJnOqb8Ll9RZarEHtw3OFViX5aR3+3LsBi4WcgorwEAWCDCKNTTB57WaHlUq5tWJx0HAAAAAKaZrim/21dUjlTaX1KptyR/ha/s5Vl5nR7vGl2gKK8BAFggegZ79PKRl7U0t5QnfgAAAADmJNMzFSwPFJUilXaXVN5bVrAuUPbNWbltbtLxMMsorwEAWAAK5YKeOvCU0m5agRMkHQcAAAAATsn0TQUrA4XjoSZemFBpV0mpi1PKvCkjp9FJOh5mCZvPAQCY5+I41pZDW9Q/0a/2THvScQAAAADgjFkZS6k1KVlZS2NPjenIPUc0unlUtfFa0tEwC5i8BgBgnttf2K8X+1/U4uximQa/twYAAABQf+y8LStnqTZU0+gjoypuLyp9WVqptSlZvpV0PFwgvIIFAGAeq4ZVPXPoGVWjqnJeLuk4AAAAAHDWDMOQ0+woWBMoqkQa3jisgXsHNLlzUnEYJx0PFwDlNQAA81jPYI92De3S0tzSpKMAAAAAwHlhmIbcdlfBykDVoaoGfzqowV8MqnywnHQ0nGesDQEAYJ4ar4zrmYPPKOtm5Vqcyg0AAABgfjFsQ36Xr6gUqdhTVLm3rNQlKWUvy8rOU3vOB0xeAwAwT73U/xKHNAIAAACY90zfVLA6kJX7j0Mdx7aOKSpHSUfDOeJXEAAAzENDxSE9f/h5taRaOKQRAAAAwILw2qGO1f6qhjcOq9hTVOaKjIIVgQzTSDoezgKvZgEAmIee73teI6URNQVNSUcBAAAAgFljGIbcNlfBqkCV/ooGfzqooY1DqgxUko6Gs8DkNQAA88yhsUPaNrBNHZkOGQbTBQAAAAAWHsM25Hf7CidDTbwwoXJvWZkrM8qsz8h0meetF/w/BQDAPBLHsV7of0HFalF5P590HAAAAABIlJWyFKwJJEsaeWBEAz8ZUKm3pDiOk46GM0B5DQDAPNI33qedQzvVkelIOgoAAAAAzAmGYchtceWv9FU+UNbATwY08siIamO1pKPhNCivAQCYR7Yd2aZStaSsl006CgAAAADMKaZjKlgRyG60NfbUmAZ+OKCJlycUh0xhz1WU1wAAzBOHxw+rZ7BH7Zn2pKMAAAAAwJxl52wFawKFpVBDvxjS0H1Dqg5Xk46FE6C8BgBgnnj5yMuaqE4o5+WSjgIAAAAAc5phGvIWe3I7XU28NKGBHw9oYvuE4ogp7LmE8hoAgHlguDisHUM71JpuTToKAAAAANQNK5g60DEqRxr6xZCGHxhWrcAu7LmC8hoAgHlg9/BujZZG1eA1JB0FAAAAAOqKYRydwl7sanzruAZ+PKDJnZOKY6awk0Z5DQBAnSvXynp54GU1eA0yDCPpOAAAAABQl6zU1BR2OB5q8GeDGnloRLVxprCTRHkNAECde3X0VR0eP6yWdEvSUQAAAACgrhmmIa/Tk9vmauyZMQ3+dFDlA+WkYy1YlNcAANSxOI61fWC7HNORbdpJxwEAAACAecHKWApWB6r0VTTw0wGNPT/GYY4JoLwGAKCODUwOaH9hP1PXAAAAAHCeGZahYGUgwzY0cv+IRh4eUVgMk461oFBeAwBQx/YX9muiMqGMm0k6CgAAAADMS26rK7fj6BqRnw2q0l9JOtKCQXkNAECdCqNQPYM9FNcAAAAAcIFZGUvBqkDl3rIG/31QE9snFMesEbnQKK8BAKhThycO6/DEYS1KLUo6CgAAAADMe4ZtyF/lK6pFGrpvSGPPsAf7QqO8BgCgTh0oHFAlrMi3/aSjAAAAAMCCYBiGvMWe7AZbI4+MaOSxEUXVKOlY85addAAAADBzURxpz8geZRxWhgAAAADAbHMaHRm2obHNY4pLsfI35GUFVtKx5h3KawAA6tBIaUSDk4Nq8BuSjgIAAAAAC5KdtWV0Gxp/blxhKVTjOxpl56hbzyfWhgAAUIf6J/o1UZ1Q2kknHQUAAAAAFiwrsOSv9FXcUdTQL4dUHawmHWleobwGAKAO7S/sl23YMgwj6SgAAAAAsKCZjqlgdaDyvrKG7htSdZgC+3yhvAYAoM7Uopr2F/Yr5+WSjgIAAAAAkGRYhvyVvsoHyhp+YFi1Qi3pSPMC5TUAAHVmtDQ6tTLEZWUIAAAAAMwVhmUoWBmotKek4V8PK5wMk45U9yivAQCoMyOlEZWqJQV2kHQUAAAAAMDrGPbUBHaxp6jhB4cVliiwzwXlNQAAdWakNCJJ7LsGAAAAgDnIdEz5K3xNvjSp0UdGFVWjpCPVLcprAADqTN94nzzLSzoGAAAAAOAkTM+Ut8zT+PPjGt86nnScukV5DQBAHYnjWEPFIQUOK0MAAAAAYC6zAkvOIkdjz4yptK+UdJy6RHkNAEAdKdVKKodluZabdBQAAAAAwGk4zY6iSqTRx0YVTrD/eqYorwEAqCPFWlGVsEJ5DQAAAAB1wu/2Vd5XVuGpguIoTjpOXaG8BgCgjhSrU+U1O68BAAAAoD4YliFvqafxreOa7JlMOk5dobwGAKCOFGtFhVEoy7SSjgIAAAAAOENWxpIZmBp7ZkxhkfUhZ4ryGgCAOhJGPMkBAAAAgHrktruqHKqouKuYdJS6QXkNAEAdieIo6QgAAAAAgLNgWIasnKXxreMKSwwmnQnKawAA6gjlNQAAAADUL7fVVeVwRaVdpaSj1AXKawAA6kgY89t5AAAAAKhXhm3ISlkaf35cUZnhpNOhvAYAAAAAAACAWeK0OSofKqtyuJJ0lDmP8hoAgDrimE7SEQAAAAAA58B0TCmSqoPVpKPMeZTXAADUEceivAYAAACAemcGpkq97L0+HcprAADqyGuT13EcJ5wEAAAAAHC27Kyt6pGqwgnONToVymsAAOqIYzmyTIuDGwEAAACgjllZS+FYyOqQ06C8BgCgjvi2L9dyVQk52AMAAAAA6pVhG1IkRcUo6ShzGuU1AAB1JONmFNiBirVi0lEAAAAAALigKK8BAKgjruUq7+dVrFJeAwAAAADmN8prAADqzKLUIpVqnEoNAAAAAJjfKK8BAKgzjX4jBzYCAAAAAOY9ymsAAOpMU9Ak27RVDTmVGgAAAADqUVyLJUMyferZU+FPBwCAOtOcalbOy6lQLiQdBQAAAABwFsKxUFbOkrPISTrKnEZ5DQBAnfFtX0uySyivAQAAAKBO1cZqcltdWWkr6ShzGuU1AAB1aEluicphOekYAAAAAICzEBUjeV1e0jHmPMprAADqUEuqRYETaLI6mXQUAAAAAMAMRNVIhm2wMuQMUF4DAFCHWtItas+0a3ByMOkoAAAAAIAZqByqyFvsyW11k44y51FeAwBQh0zD1NrmtZqoTiiO46TjAAAAAADOQFSJFJdjZS7LyHSpZk+HPyEAAOpUZ65TOS/HwY0AAAAAUCfKB8ryl/nyV/hJR6kLlNcAANSpxqBRXfkuDRQHko4CAAAAADiNqBRJkaamrm1q2TPBnxIAAHVsdfNqRXGkSlhJOgoAAAAA4BRK+0oKVgbylzF1faYorwEAqGPd+W515jrVN96XdBQAAAAAwEmUD5VlZ21lr8rKMI2k49QNymsAAOqYYzm6tPVSFWtF1aJa0nEAAAAAAG9QG60pmoyUf1teXoeXdJy6clbl9R133KHly5fL931deeWVevTRR0963YceekiGYRz3sX379mOud8899+jiiy+W53m6+OKLde+9955NNAAAFpwVjSvUkelQ/0R/0lEAAAAAAK8TlSNVDlWUe0tOqXWppOPUnRmX13fffbc+85nP6Itf/KK2bNmiG264Qe9973vV29t7ytvt2LFDhw4dmv5YvXr19Nc2bdqkm2++WR/96Ef13HPP6aMf/ag+/OEPa/PmzTN/RAAALDCe7elNbW9SoVxQGIVJxwEAAAAASIrDWMXdRaUuTil7dVaGwbqQmTLiOI5ncoO3vvWtuuKKK/TNb35z+rKLLrpIv/M7v6PbbrvtuOs/9NBDuvHGGzU8PKyGhoYT3ufNN9+sQqGgX/ziF9OXvec971FjY6O+//3vn/A25XJZ5XJ5+vNCoaClS5dqdHRUuVxuJg8JAIC6V6wW9cOXf6hCuaDOXGfScQCcZz2DPbqh5QZ1PtgpM2PKztpJRwIAAMApxFGs0u6S3HZXze9vlp3j+dvrFQoF5fP503a5M5q8rlQqevbZZ7Vhw4ZjLt+wYYOeeOKJU9728ssvV0dHh2666SY9+OCDx3xt06ZNx93nu9/97lPe52233aZ8Pj/9sXTp0pk8FAAA5pXACXTV4qtUrBVVrpVPfwMAAAAAwAURh7FKu0pyWhw13NhAcX0OZlReDwwMKAxDtbW1HXN5W1ub+vr6Tnibjo4O3Xnnnbrnnnv0wx/+UGvXrtVNN92kRx55ZPo6fX19M7pPSfrCF76g0dHR6Y99+/bN5KEAADDvrGpapdVNq7WvwL+JAAAAAJCEuBar+EpRboerpnc3yWvngMZzcVa1/xv3s8RxfNKdLWvXrtXatWunP7/22mu1b98+feUrX9Hb3/72s7pPSfI8T57H//kAALzGMi1d0XGFegu9KpQLynms0QIAAACA2RJVI5V2leQv99V4U6OcRifpSHVvRpPXixYtkmVZx01E9/f3Hzc5fSrXXHONdu7cOf15e3v7Od8nAACQluSWaH3Leh0cO6gojpKOAwAAAAALQlSOVHqlpGB1oKYNTRTX58mMymvXdXXllVdq48aNx1y+ceNGXXfddWd8P1u2bFFHR8f059dee+1x93nffffN6D4BAMCUKzquUEe2Q/sL+5OOAgAAAADzXjgeqrS7pNQlKTW9q4kd1+fRjP8kb7nlFn30ox/VVVddpWuvvVZ33nmnent79elPf1rS1C7qAwcO6Lvf/a4k6Wtf+5qWLVumSy65RJVKRd/73vd0zz336J577pm+zz/90z/V29/+dv3t3/6tPvShD+nHP/6x7r//fj322GPn6WECALBwZL2srum8Rj/r+ZnGymPKetmkIwEAAADAvBPHsSqHKoqKkbJvzSr31pws30o61rwy4/L65ptv1uDgoL70pS/p0KFDWr9+vX7+85+ru7tbknTo0CH19vZOX79Sqeizn/2sDhw4oCAIdMkll+hnP/uZ3ve+901f57rrrtMPfvAD/eVf/qX+6q/+SitXrtTdd9+tt771refhIQIAsPCsbFypN7e9WU8ffFqrndWyTJ5AAQAAAMD5ElUjlfeWZedtNby7Qam1KRnmyc/vw9kx4jiOkw5xPhQKBeXzeY2OjiqX44AqAAAmKhP6yY6faGByQMsaliUdB8A56Bns0Q0tN6jzwU6ZGVN2lreiAgAAJKVWqKlyoKJgVaD82/JyW92kI9WdM+1yZ7TzGgAA1I+0m9a1S6+VaZgaKg4lHQcAAAAA6locxyofKKs6UFX2mqya3tdEcX2BUV4DADCPLWtYpquXXK0jk0dUrBaTjgMAAAAAdSmcDFXsKcp0TTW/p1kNNzSw33oW8H5DAADmucs7LtdQcUjPHX5Oa5rWsP8aAAAAAM5QHB49lLEUKX1JWrmrc3KanaRjLRiU1wAAzHO2aev6rus1Wh7VnpE9WtW0KulIAAAAADDn1UZqKh8qy1vsqfGmRgWrAg5lnGWsDQEAYAHIuBm9vfvtyrgZHRw7mHQcAAAAAJizokqk4q6iwrFQ+evyavndFqXWpCiuE0B5DQDAAtGeadcN3TeoXCtrsDiYdBwAAAAAmFPiOFalr6LSnpL8bl+LPrRIDW9rkJVm9WJSWBsCAMACsrZ5rcYr43pk7yNyTVdZL5t0JAAAAABIXG2kpkpfRU6zo8Z3NSp9cVqmw9xv0iivAQBYQAzD0BUdV2iyOqnN+zer2+xW4ARJxwIAAACARNTGaqocqshKWcpenVXmTRk5jRzIOFdQXgMAsMCYhqlrO69VqVbS1r6tWtW4So7FkzMAAAAAC0c4GapysCLTNZV5U0aZN2fktrpJx8IbUF4DALAAOZajG7puUKlW0o6BHVrVtEq2ydMCAAAAAPNbVI5U3l+WJAVrAmUvy8pd7MowOIxxLuJVKgAAC1TgBHrHsneoGla1a3iXVjWukmVyEAkAAACA+SeqRqocqiiuxPKX+8pclpHf5cswKa3nMsprAAAWsJyX0ztXvFP37bpPrwy/QoENAAAAYF6JypEqhyuKSpH8pb4yl2cUrAhkWJTW9YDyGgCABS7v5/Wule+iwAYAAAAwb4TFUJVDFSmUvKWe0pemFawIZLpm0tEwA5TXAABADX7D9AT27pHdWtm4UqbBkzoAAAAA9SUcD1Xpq0imptaDrM/I6/Jk2ry+qUeU1wAAQJLUFDTpXSuOTmAPvaKVjSuZwAYAAABQF2qjNVUOV2T5llLrUkpfkpbX6bHTus5RXgMAgGnNqWZtWLlBD+x5YKrAblop2+TpAgAAAIC5J45j1YZqqg5UZWUsZS/PKnVRSm67K8OgtJ4PeDUKAACOMV1g735gegLbsZykYwEAAACAJCmqRqoeqSocDWU32cpfm1ewNpC7yE06Gs4zymsAAHCcBr9BG1Zu0IN7H9T2ge1a0bBCnu0lHQsAAADAAhaOh6r0Tx3C6LQ5yl2dU7AikJ2n4pyv+H8WAACcUNbL6p0r3inLsLTtyDZ157sVOEHSsQAAAAAsIHF0dDXIYFVWYClYGSi1LiW/y5fpcgjjfEd5DQAATirlpHTTipvkWI6e63tOS7JLlPWySccCAAAAMM9F5UiV/oqiiUhOszO1GmRVIKfVYZ/1AkJ5DQAATsm3fd247Eb5tq9nDjyjSlRRc9CcdCwAAAAA80wcxwoLU6tBDNOQt9hT+rfS8pf5stJW0vGQAMprAABwWo7l6G1db1PaSevxfY+rXCtrcXZx0rEAAAAAzANROVJ1sKqwEMrKWsqszyi1NiV3iSvTZjXIQkZ5DQAAzohpmLpy8ZVKu2k9/OrD2jOyR8vyy3jLHgAAAIAZi6NYteGaakM1yZTcNle5q3Pyu305TU7S8TBHUF4DAIAZWbdonVJOSg/ueVCvDL2iFY0rZJm8hQ8AAADA6YWToapHqopKkewGW5krMgpWBHIXM2WN41FeAwCAGevKd+l9q9+nh/Y+pJ6hHi1vWC7f9pOOBQAAAGAOimuxqoNV1UZqsgJL3hJPqbUpeV2e7Az1JE6Ovx0AAOCstKRb9N7V79VjvY/phcMvqCPTobyfTzoWAAAAgDngtcMXqwNVKZKcRY7yN+Tld/tyW10ZJusHcXqU1wAA4Kxl3IxuWn6Tsm5WTx98WsVaUe2Z9qRjAQAAAEhIOBGqOlhVNBnJyllKXZRSalVKXqcn02MtCGaG8hoAAJwTx3J03dLr1Bg06tHeR7VneI+6G7plGjwxBQAAABaCqBSpOlRVWAhlpSx5HZ6CNYG8JZ6cRg5fxNmjvAYAAOfMMAxd3HKxcl5OD+19SDsHd2p543K5lpt0NAAAAAAXQFSNVBusqTZak+maclodZd+Sld/py2lxZBisBcG5o7wGAADnTWeuUx9Y8wE99upjenngZS3OLlbOyyUdCwAAAMB5EIexasM11YZrknF0j/WleflLfbntrgyLwhrnF+U1AAA4rxr8Bm1YtUGNQaOeOfiMxivj6sh0MHkBAAAA1KE4ihWOhqoOVRVHsZwGR5krMwqWBXI7XJku6wJx4VBeAwCA8861XF239Do1p5r1WO9j2jW8S8salsk2eeoBAAAAzHWvL6wVaurgxYtTClYE8hZ7slJW0hGxQPAKEgAAXBCGYWjdonVq9Bv1yKuPaOfQTnXnu5VyUklHAwAAAPAGcRSrNlpTbaimuBbLzttKXZSanrC2c9SImH38rQMAABdUW6ZN71/zfj2x7wk91/ecGvwGtaZbk44FAAAALHhxGKtWeF1h3WBPTVh3B3IXu7KzVIdIFn8DAQDABZdyUrpx2Y1qSbXoyQNPTq0RyS+TZfJ2QwAAAGA2xeHRCevhmuLw6IT1xa+bsKawxhzC30YAADArLNPSm9vfrJZ0ix7rfUw7h3ZqaW6p0m466WgAAADAvDZdWA8dLawbbKUued2EdYaKEHMTfzMBAMCsWpxdrPevfr+e3P+knjv8nLJuVu2Z9qRjAQAAAPNKVI1UG6mpNlKTYsnO20qvT8tf5k9NWFNYow7wtxQAAMy6tJvWjctvVHumXU/se0KvDL2i7ny3HMtJOhoAAABQt6JypNpwTbXRmgzbkN1gK3tlVn6nL7fdlZVmbR/qC+U1AABIhGmYuqT1EjWnmvV47+N6ZfgVLckuUc7LJR0NAAAAqBvhRKjacE3hRCjTNWU328pfmpe32JPb5sr0zKQjAmeN8hoAACSqPdOu9695v545+Ix+c/A3GimNqDPXKdPgSTYAAADwRnEcKxwLVRupKZqMZKUsOa2Osldn5S325LQ4Mm2eS2N+oLwGAACJ821f1y+9fnqNSM9gj7rz3QqcIOloAAAAQOLiMFatUFNtuKa4GsvKWvI6PQUrArntrpxmR4ZpJB0TOO8orwEAwJxgGIZWNa1SS6pFm/Zv0kv9L6nRb1RLuiXpaAAAAMCsi8pTBy6GhVCSZOUspdal5HdP7a+287YMg8Ia8xvlNQAAmFPyfl7vXPFOtafbtfngZg5zBAAAwIIQx7GiiaOF9Wv7qxttpd6Skrdkan81By5ioaG8BgAAc45t2rqs4zK1Zdq0ad8mvTL8ijoyHWrwG5KOBgAAAJw3cRirNnp0HUgtlpU+ur96eVZe+9H91Q77q7FwUV4DAIA5qyPbofeteZ9+c+g32nJoi4ZLw+rKdckymTgBAABAfYpKR6erx6bWgdh5W6mLU/K7fLmtruxG1oEAr6G8BgAAc5pv+7pu6XVakl2iJ/Y/oZ6hHi3NLVXGzSQdDQAAADitOIoVjoeqjdQUTUYyPVN2k630xWm5S1y5ra6sFMMZwIlQXgMAgLrQ3dCtRalFevrA09p6eKtGSiNanF0s0+BtlAAAAJhbokqk2mhN4WioOIxlZS15iz0FKwI5bY6cRY5Mm+exwOlQXgMAgLqRdtP6rWW/pcW5xdq0f5N6BnvUle9SykklHQ0AAAALWBxPTVeHo6HCiVCGY8jO28pcnpG3+OhhizmLdSDADFFeAwCAumIYhtY0r1Fbuk2bD2zWi/0vKu2k1ZHp4MUAAAAAZk1UPbq7ejRUHE0dtui2ufKWefLajh626DJdDZwLymsAAFCX8n5e71zxTnXmOvXk/ifVM9ij7oZu+bafdDQAAADMQ8dNV9uG7AZbmTdn5HV6clod2XkOWwTOJ8prAABQt0zD1MUtF6s9067N+zdr25Ftynk5taXbeNEAAACAcxZVI4WjoWqjNcW1WFbGktPiKHt1Vm7b1GGLTFcDFw7lNQAAqHtNQZM2rNygJdkleurgU9o5tFPd+W55tpd0NAAAANSROJqarq6N1hRNRtPT1elL0/I7/anp6gamq4HZQnkNAADmBcu09Kb2N2lxbrGe3Pektg9uV6PfqNZ0a9LRAAAAMIdFpaO7q8eO7q7OWvI6PHndR3dXL3JkekxXA0mgvAYAAPPKotQivWf1e9SZ69TTB5+e2oXNFDYAAACOisNYtUJN4UioqBLJ9EzZjbZS61JyO6ZWgVhZi+lqYA6gvAYAAPOObdq6rOMyLckt0eb9m5nCBgAAWMDiOFY0Gak2WlM4HsowDFk5S8HKQF6XJ7fVld1sy7SZrgbmGsprAAAwb7WkW5jCBgAAWICiSqSw8LqDFlOWnGZHmcsy0wctWikr6ZgAToPyGgAAzGsnm8JuSbXwVlAAAIB5Ig5jhWOhaoWaouLrDlpcn5bX6cltcWU32jJMnv8B9YTyGgAALAgt6Ra9e9W7p6ewdw7tZAobAACgTp1wFUjWktfpye/25ba4clocmS6rQIB6RnkNAAAWDMdyjpvCznt5taXbmMIGAACY46JyNHXQYiGcXgViN9rKvDkjt9WV0+rIzlB1AfMJ/0UDAIAF57Vd2F35Lj118Cn1DE3twvZtP+loAAAAOCoO46m91UdXgZieKStnKfOmjNzFLqtAgAWA8hoAACxItmnrTe1v0uLcYm3ev1k7Bnco62aZwgYAAEhIHMeKJo5OV7+2CiRnye/25Xf5clocOYtYBQIsJJTXAABgQVuUWqT3rHqPljUs0+YDm9Uz2KOufJcCJ0g6GgAAwLwXlab2VtcKNSmWrJQlp8lR5rKM3Lap6WorbSUdE0BCKK8BAMCCZ5mWLmm9RB3ZDm3ev1kvH3lZaTetjkwHU9gAAADnUVSNplaBjNYUV2OZvik7byt7ZVZehydnkSO7gVUgAKZQXgMAABzVFDRpw8oN01PYOwZ3qCvfpZSTSjoaAABAXYrDWOHYf+ytNmxDds5W6qKU/CX+VFndbMu0WQUC4HiU1wAAAK9jmZYuarlIHdkOPXXgKb3Y/6ICO9Di7GKZBi+qAAAATuWYvdVjoQzTkJW15HV68runympnkSPLZxUIgNOjvAYAADiBBr9B71zxTnXnu/XkgSfVM9ijpbmlSrvppKMBAADMKWExnFoFUqjJiA2ZKVNO89G91a2unBZHdoYKCsDM8ZMDAADgJEzD1NpFa9WR7dDTB57WC/0vyC26WpJbwhQ2AABYsKLK6/ZW147urW6wlV19dG91y9G91ZwdAuAcUV4DAACcRs7L6cblN6or36XNBzarZ7BHS7JLlPWySUcDAAC44OJarNpYTWEhVFSKZDiG7Lyt1CWv21vdxN5qAOcf5TUAAMAZMA1Tq5tXqz3TrmcPPqvnDz+v4dKwlmSXyDLZ2QgAAOaPOIoVjk+tAgknQhnW1N5qf5kvf6kvp2Vqb7XpUlYDuLAorwEAAGYg62X1W8t+S10NXXpy35PqGZqaws55uaSjAQAAnJXXH7IYjUeKFcvKWHLbXHld3tTe6kWOrBS/sAcwuyivAQAAZsgwDK1oXKG2dJuePfSsnut7ToPFQXXlupjCBgAAdeG1QxbDsVBxFMtKWbIbbPlv8uW2HS2rsxZ7qwEkivIaAADgLKXdtG7oumFqF/b+zeoZ6tHizGLl/XzS0QAAAI5xwkMW87aC1YG89tcdsmhSVgOYOyivAQAAzoFhGFrWsExt6Tb95tBvtLVv69QUdr5LtslTLQAAkIy4FqtWOHrIYvkNhywuntpbzSGLAOY6XlEBAACcB4ET6Pqu67U0v1RP7n9SO4d2qj3Trka/MeloAABgAYjDqUMWa4WaoslIhmXIztkKVgTylnpyFnHIIoD6Q3kNAABwHnXlu9Sabp2ewh4qDqkr1yXHcpKOBgAA5pHXH7IYjoUyTENWxpLX4U0dstjiymlxZAWcxwGgflFeAwAAnGe+7eu6pdepK9+lJ/c/qV3Du9SablVT0JR0NAAAUMfCyalDFmtjNSmSrLQlp9lR5rKM3NapQxbtLFUPgPmDn2gAAAAXSGeuU7+95re1tW+rfnPoNxouDTOFDQAAzlhUjqb3Vse1WFZgyWqwlFuXk9t+tKxusGUYHLIIYH6ivAYAALiAPNvTWzvfqs5cJ1PYAADglKJqNDVZXagprsQyXVN23lbwpkDu4qmy2ml0ZFiU1QAWBsprAACAWbAkt0QfWPMBPXf4OT178FmmsAEAwNQhi0fXgETFSIY9dchiam1K3pKjhyw2OzIdDlkEsDBRXgMAAMwSz/Z09ZKrp6aw901NYbekW9QcNCcdDQAAzII4ihWOT+2tDieOHrKYs+Qv9acPWbSbbVk+hywCgER5DQAAMOsWZxfr/WvePz2F/UrxFXXnu5nCBgBgnonjWNHE1N7qaDxSrFhWxpLT6ijbnZXbMrUKxEpTVgPAiVBeAwAAJOBEU9jswgYAoP5FpUi10ZrCsVBxFMtKWbIbbPlv8uW2unJaHFlZi0MWAeAMUF4DAAAk6LUp7K19W/WbQ79hFzYAAHUmqrzhkMXg6CGLqwN57Z6cFkd2gy3DpKwGgJmivAYAAEiYZ3t6a+db1Znr1Kb9m7RreJfa0m1qDBqTjgYAAN4grsWqjdUUFsKpQxbdo4csXpySv9ifKqubbJk2hywCwLmivAYAAJgjluSW6ANrPnDsFHa+S7bJUzYAAJJy3CGLliEra8lf5stfOlVWO82OTI+yGgDON14JAQAAzCG+7euazmumprD3bdLOoZ1anFmsvJ9POhoAAAtCHMeKJqf2Vr/+kEW3zZXX5U3trV7kyEpxyCIAXGiU1wAAAHNQZ65Tv732t/XswWe1pW+LhkpD6sp1yTJ5oQwAwPkWlSLVClOrQOIwlpV+3SGLbUfLag5ZBIBZR3kNAAAwR/m2r+u7rteS3BJt2r9JPUM96sx2Kutlk44GAEBdi6pvOGTRM2U32Aqu4JBFAJhLKK8BAADmuGUNy9SSatEzB5/R1r6tGi4NqzPXKdNgtyYAAGciDmOFY1NldVSMZNhHD1lcm5Lf6ctZ5Mhu5pBFAJhrKK8BAADqQNpN6+3db5/ahb1/k3oGe7Q0t1RpN510NAAA5pw4jhVNHF0FMh7KMKYOWfQ6PfndU2W1s8iR5bOOCwDmMsprAACAOmEYhlY2rVRrulWbD2zWC4dfUMpJqSPTwQ5OAMCCFxbD6VUgiiQrY8lpcpS5LDN1yGKLIztDDQIA9YSf2gAAAHUm62X1n5b/Jy3J/scu7GX5ZfJsL+loAADMmuP2VvtTe6uza7LyOrypVSANNr/gBYA6dlbLnO644w4tX75cvu/ryiuv1KOPPnpGt3v88cdl27Yuu+yyYy6/6667ZBjGcR+lUuls4gEAAMx7pmHqopaL9DvrfkcXLbpIe0f36sjEkaRjAQBwwcRhrNpoTaXekiZ3TKrcW5YiKbUupeb3Nqv1w61q/S+tanx7o1KrU3IaHYprAKhzM568vvvuu/WZz3xGd9xxh66//np961vf0nvf+15t27ZNXV1dJ73d6OioPvaxj+mmm27S4cOHj/t6LpfTjh07jrnM9/2ZxgMAAFhQmoImvXvVu7Uku0SbD27WK0OvqDvfLcdyko4GAMA5ieNY0WSk2ujU3mpJsrO2vCWevC5vahUIe6sBYF6bcXn91a9+VZ/85Cf1qU99SpL0ta99Tb/61a/0zW9+U7fddttJb/ff//t/10c+8hFZlqUf/ehHx33dMAy1t7fPNA4AAMCCZ5u2Luu4TO3Zdj2x7wntGtql9ky7GvyGpKMBADAjUfnoIYujoeIolpWyZDfYyrwpI7ft6N7qLBtQAWChmNHakEqlomeffVYbNmw45vINGzboiSeeOOnt/uVf/kW7du3S//pf/+uk1xkfH1d3d7c6Ozv1gQ98QFu2bDlllnK5rEKhcMwHAADAQtaeadf7V79f13ddr9HyqF4deVVRHCUdCwCAk4rDWNXhqkqvTq0CqRysyLRMZS7LqPn9R1eB3Nyq/LV5BSsCimsAWGBm9FN/YGBAYRiqra3tmMvb2trU19d3wtvs3LlTn//85/Xoo4/Ktk/87datW6e77rpLl156qQqFgr7+9a/r+uuv13PPPafVq1ef8Da33Xabbr311pnEBwAAmPc829N1S69TR6ZDT+x7Qj2DPerKdynlpJKOBgDA1CqQiaPT1WOhDNOQlbPkL/Pld/lyWhw5ixyZzlkd0QUAmGfO6leWbzzwII7jEx6CEIahPvKRj+jWW2/VmjVrTnp/11xzja655prpz6+//npdccUV+sY3vqHbb7/9hLf5whe+oFtuuWX680KhoKVLl870oQAAAMxLyxuXa1FqkTbt36QXD7+orJdVe4YVbQCA2XfMKpAwlpW25DQ7ylw2tQrEbXFlpdlbDQA43ozK60WLFsmyrOOmrPv7+4+bxpaksbExPfPMM9qyZYv+x//4H5KkKIoUx7Fs29Z9992n//Sf/tNxtzNNU295y1u0c+fOk2bxPE+e580kPgAAwIKS9bJ654p3anF2sZ7c96R2Du7UsoZlHOYIALig4jBWWAhVK9QUlSKZrim7wVZweSCvw5vaW91gyzCPH4IDAOD1ZlReu66rK6+8Uhs3btTv/u7vTl++ceNGfehDHzru+rlcTi+88MIxl91xxx369a9/rf/3//6fli9ffsLvE8extm7dqksvvXQm8QAAAPAGpmFqfet6taZbp9eIdGQ6OMwRAHDexHGsaDJSbZRVIACA82vGa0NuueUWffSjH9VVV12la6+9Vnfeead6e3v16U9/WtLUOo8DBw7ou9/9rkzT1Pr164+5fWtrq3zfP+byW2+9Vddcc41Wr16tQqGg22+/XVu3btU//uM/nuPDAwAAgCS1plv13lXvVWu6Vc8cfEaFckGduU6ZBkUCAGDmomqk2khNYSFUXDu6CqSJVSAAgPNrxuX1zTffrMHBQX3pS1/SoUOHtH79ev385z9Xd3e3JOnQoUPq7e2d0X2OjIzoD//wD9XX16d8Pq/LL///27v/2Krq+4/jr3Pu+dX767T0J6WlXH4MZCJomVAd3+kGFRkz+5HMzYT9yOZGgjPOfxanmWT/6B9b5hbd1GTJsmUSssw//IO4mU2BSpFB2mkiKipYkB/yo7QFpPTec75/3FJ1/JCW257T9vlISOBymrzuH++0ffXT9+d6bdmyRTfeeONw4wEAAOASXMtVS0OLalO1enn/y9pzYo+a/CZ5lhd1NABAzIVBqMKpgvI9eQVnAhmWIavcUmpBSu40V06NwyoQAEDJGWEYhlGHKIXe3l75vq+enh5ls9mo4wAAAMTaybMnta1rm14/9rqqyqpUmayMOhIu463jb2lZ9TI1vNggM23Kyozo3nUAGJbgbHEVSL43L4VSIp2QU+PIbXLl1rrFVSAuv8EDABi+K+1y+aoXAABgEir3ytU6u1W16VrteH+H3u1+V01+kxImv+INAJPVRS9arLCUWZyRO7V4ujqRTcgwOF0NABgblNcAAACTlGVaaq5vVk2qRm3727TnxB5N96craSejjgYAGCOFM4WPLlo0/ueixZrBixYtTlcDAKJBeQ0AADDJNfqNWu2tVvuBdr125DVVeBWqTlVHHQsAMArCfKh8b175nrzCc6ESZQlZUyylF6Tl1DnF09VctAgAiAnKawAAACjjZvSl3JdUnazW9gPbWSMCABNI4UxB+ZODp6tNQ5ZvKfmZpLzGwdPVlTYXLQIAYonyGgAAAJKkhJnQ9VOvV1WySm1dxTUiTX6TyuyyqKMBAIYhLITFixZ78gr7QyWSg6erF37sdHWSH04CAOKP8hoAAACf0Og3avVnVmvb/m167YPXVFVWpcpkZdSxAACXMbS7urd4ujqRTSg5J/nR7mpOVwMAxiHKawAAAFwg42a0fOby4hqR97er72SfpvvTZRpc2gUAcRAWirurCycLCs4FH+2uvo7T1QCAiYPyGgAAABeVMBO6of4GTUlOKa4ROb5HuYqcnIQTdTQAmJSCs0Fxd3VvQTKkRDahstll8po4XQ0AmJgorwEAAHBZM8pnqNwrV9t7bdp9bLfqM/XKutmoYwHAhBcGoQqnipctBmcCmZ4pq8JSan5KTv3g6eoUp6sBABMX5TUAAAA+VblXrtbZraooq9DOgzt16twpTU1PlWFwwg8ASikYGDxd3VNQWAiVyCTkTnNVliuTXWvLrrJlWqxwAgBMDpTXAAAAuCJOwtFNjTepMlmptq42vdP9jnLlOSVMTv0BwNUonC6eri6cKsiwDFnlltIL03IbXDm1jiyfb90BAJMTnwEBAABwxQzD0LyqearwKrT5vc1668RbypXn5Fle1NEAYNw4f9li/mRe4blQiWRCdpWtTHNm6LJF0+V0NQAAlNcAAAAYttp0rVbNWaWXu17Wa0deU026RhVeRdSxACC2gnMfWwcShrJ8S8nZyeJli7W27ClctggAwP+ivAYAAMCIpJ20vpj7onzP144DO/ThwIeqz9RHHQsAYqNwpqB890frQOwptsoWl8lr8OTUctkiAACfhvIaAAAAI2YnbC2ZtkQVXoW2dm3V2yfeZg82gEkrDEIV+or7q4MPg+I6kGpbmcUZuVNd2TW2TJt1IAAAXCnKawAAAFwVwzA0t2qufM/X5n2btefEHuXKc3ItN+poADDqwnyofM/g/up8KCtryWvy5OWKp6vtStaBAAAwUpTXAAAAKIm6dJ1WzVmlLe9t0etHX9e0zDRl3EzUsQCg5IKzxf3V+Z68jIQhy7eUvi4tt8GVU+fIyvKtNgAApcBnVAAAAJRMxs1oxawVSrtp7Tq4S/2FflUlq6KOBQBXrXD6o/3VpmvKqrTkX+vLrXdl19pKeKxLAgCg1CivAQAAUFJOwtGy6cvkO75ePvCy9vfsV0O2QYbBr80DGD/C8GP7q88ESqQG91cvGdxfXW3LtNhfDQDAaKK8BgAAQMmZhqlFUxcp62X10r6X9E73O1zkCCD2wkKoQm9BA90DCgdCJTIJuQ2uymaWyaljfzUAAGON8hoAAACjZmbFTKXslDa/V7zIcWbFTDkJJ+pYADBk6MLF7rzCIJTlW0rOTcqb4RX3V/sWvzkCAEBEKK8BAAAwqmrTtVo5e6Ve2veS3jj2hpr8JiXtZNSxAExiwbmguL+6pyAZklVuKb0wLXf64IWLab5VBgAgDviMDAAAgFGXdbNqndWqpJ1U5+FO1aXq5Ht+1LEATCJBf7GwzvfkZViG7Cm2UktTcqY5cuocLlwEACCGKK8BAAAwJjzL0y0zblHSTuqVA6/oXOGcqlPVUccCMIEF/YEGTgyo0FuQYRuyK235C3y504onrE2bCxcBAIgzymsAAACMGcu01NLQopSdUtv+Nh3oPaCGbEPUsQBMIMHZwcK6ryDTMWVVFVeCeA2e7FpbpkVhDQDAeEF5DQAAgDFlGIYW1i1Uykn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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#half violin practice plots, from StackExchange\n",
    "data1 = (np.random.normal(0, 1, size=10000), np.random.normal(0, 2, size=10000))\n",
    "data2 = (np.random.normal(1, 1, size=10000), np.random.normal(1, 2, size=10000))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(18, 7))  #in below, I use \"widths\" to control the widths of the half-violins\n",
    "\n",
    "v1 = ax.violinplot(data1, points=10, positions=np.arange(0, len(data1)),widths=0.2,\n",
    "               showmeans=False, showextrema=False, showmedians=False)\n",
    "for b in v1['bodies']:\n",
    "    # get the center\n",
    "    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "    # modify the paths to not go further right than the center\n",
    "    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], -np.inf, m)\n",
    "    b.set_color('r')\n",
    "\n",
    "v2 = ax.violinplot(data2, points=100, positions=np.arange(0, len(data2)), \n",
    "               showmeans=False, showextrema=False, showmedians=False)  #\"points\" controls the smoothness of plot\n",
    "\n",
    "for b in v2['bodies']:\n",
    "    # get the center\n",
    "    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "    # modify the paths to not go further left than the center\n",
    "    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], m, np.inf)\n",
    "    b.set_color('b')\n",
    "\n",
    "ax.legend([v1['bodies'][0],v2['bodies'][0]],['data1', 'data2'])\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "deb82d44-8f40-4720-84c7-caff0c80a9d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fig. I This set of blocks visualizes the divergence in envelope HD lean upon applying no-split\n",
      "We do this for both legislative and Congressional maps.  In each case, the sequence of work is:\n",
      "1. Create a list of municipalities with populations between x fraction and 1.0 of a full district\n",
      "2. For each qualifying muni, identify the HD centers which captured a certain range of that muni's population\n",
      "3. Compute the average and span of the HD leans for both original and no-split HD shapes\n",
      "4. Plot these ranges as box-whisker-like errorbar sets with the x axis as the scaled muni population\n",
      "The below plot is for legislative . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 0 for case legislative\n",
      "working on IDing the suburban envelope for muni 120 for case legislative\n",
      "working on IDing the suburban envelope for muni 320 for case legislative\n",
      "working on IDing the suburban envelope for muni 480 for case legislative\n",
      "working on IDing the suburban envelope for muni 600 for case legislative\n",
      "working on IDing the suburban envelope for muni 1000 for case legislative\n",
      "working on IDing the suburban envelope for muni 1020 for case legislative\n",
      "working on IDing the suburban envelope for muni 1240 for case legislative\n",
      "working on IDing the suburban envelope for muni 1460 for case legislative\n",
      "working on IDing the suburban envelope for muni 1480 for case legislative\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative district pop\n",
      "The below plot is for Congressional . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 1120 for case Congressional\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"Fig. I This set of blocks visualizes the divergence in envelope HD lean upon applying no-split\")\n",
    "print(\"We do this for both legislative and Congressional maps.  In each case, the sequence of work is:\")\n",
    "print(\"1. Create a list of municipalities with populations between x fraction and 1.0 of a full district\")\n",
    "print(\"2. For each qualifying muni, identify the HD centers which captured a certain range of that muni's population\")\n",
    "print(\"3. Compute the average and span of the HD leans for both original and no-split HD shapes\")\n",
    "print(\"4. Plot these ranges as box-whisker-like errorbar sets with the x axis as the scaled muni population\")\n",
    "print(\"4b.  Later code blocks plot the same data, but with different plot visuals\")\n",
    "plotOffset = 0.005  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 1./3.  # the span of (fraction of city pop in this HD) for which we will accumulate stats\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP, HDvGOP2], [HD15vGOP[0], HD15vGOP[1]] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [HDtractPop, HD15tractPop]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legHDTL,A_HDTL ]  #the HDtractLists for the base case of all muni and county splits allowed\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative\",\"Congressional\"]\n",
    "plotType = [\"errorbars\",\"scatter\"]\n",
    "for i,avgDistrictPop in enumerate( [statePop/99., statePop/15.] ):\n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.6],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / avgDistrictPop < 1.0 and muniPop[m] / avgDistrictPop > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniGeom[tgtM].centroid\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for v in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if v in muniTractList[tgtM]:\n",
    "                        inHDpop += tractPop[v]\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            if plotType[i] == \"errorbars\":\n",
    "                plt.errorbar(plotX-plotOffset,  avgOrigGOP,yerr=origStdDev, color=\"black\",capsize=2,marker=\"x\", markersize=2,mfc=\"black\")\n",
    "                plt.errorbar(plotX+plotOffset, avgSplitGOP,yerr=splitStdDev,color=\"green\",capsize=4,marker=\"o\", markersize=2, mfc=\"green\")\n",
    "            if plotType[i] == \"scatter\":\n",
    "                LEAN = muniLean[tgtM]\n",
    "                deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "                gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                COLOR = (redd, gren, bluu)\n",
    "                plt.arrow(plotX,avgOrigGOP,0,avgSplitGOP-avgOrigGOP,width=0.002, head_width=0.006, head_length=0.012,color=\"black\")\n",
    "                plotX1 = [(muniPop[tgtM] / avgDistrictPop - 2.*plotOffset ) for qq in envList]\n",
    "                plotX2 = [(muniPop[tgtM] / avgDistrictPop + plotOffset ) for qq in envList]\n",
    "                for qq in range(len(envList)):\n",
    "                    plt.text(plotX1[qq], envListOrigGOP[qq],\"x\",fontsize=5,color=COLOR)\n",
    "                    plt.text(plotX2[qq], envListSplitGOP[qq],\"o\",fontsize=5,color=COLOR)\n",
    "    plt.ylim(0.1, 0.8)\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop\")\n",
    "        \n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7b3c64ec-3b98-4f4b-85d2-95b63feca5fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "similar to above, but plot the distributions as half violins\n",
      "For now, we ignore the differing weights of HD pops in the violin distro's\n",
      "The below plot is for legislative . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 0 for case legislative\n",
      "working on IDing the suburban envelope for muni 120 for case legislative\n",
      "working on IDing the suburban envelope for muni 320 for case legislative\n",
      "working on IDing the suburban envelope for muni 480 for case legislative\n",
      "working on IDing the suburban envelope for muni 600 for case legislative\n",
      "working on IDing the suburban envelope for muni 1000 for case legislative\n",
      "working on IDing the suburban envelope for muni 1020 for case legislative\n",
      "working on IDing the suburban envelope for muni 1240 for case legislative\n",
      "working on IDing the suburban envelope for muni 1460 for case legislative\n",
      "working on IDing the suburban envelope for muni 1480 for case legislative\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative district pop\n",
      "The below plot is for Congressional . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 1120 for case Congressional\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"similar to above, but plot the distributions as half violins\")  #2/9/23 add-on\n",
    "#may need to bundle the violin data sets into one array to plot all on one plot\n",
    "print(\"For now, we ignore the differing weights of HD pops in the violin distro's\")\n",
    "plotOffset = 0.005  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 1./2.  # the span of (fraction of city pop in this HD) for which we will accumulate stats.  Can try 1/3 also\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP, HDvGOP2], [HD15vGOP[0], HD15vGOP[1]] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [HDtractPop, HD15tractPop]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legHDTL,A_HDTL ]  #the HDtractLists for the base case of all muni and county splits allowed\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative\",\"Congressional\"]\n",
    "plotType = [\"errorbars\",\"violin\"]  #originally had \"errorbars\" for legislative, \"scatter\" for Congress\n",
    "for i,avgDistrictPop in enumerate( [statePop/99., statePop/15.] ):\n",
    "    if plotType[i] == \"violin\":\n",
    "        fig, ax = plt.subplots(figsize=(18, 7))\n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.6],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / avgDistrictPop < 1.0 and muniPop[m] / avgDistrictPop > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniGeom[tgtM].centroid\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for v in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if v in muniTractList[tgtM]:\n",
    "                        inHDpop += tractPop[v]\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            if plotType[i] == \"errorbars\":\n",
    "                plt.errorbar(plotX-plotOffset,  avgOrigGOP,yerr=origStdDev, color=\"black\",capsize=2,marker=\"x\", markersize=2,mfc=\"black\")\n",
    "                plt.errorbar(plotX+plotOffset, avgSplitGOP,yerr=splitStdDev,color=\"green\",capsize=4,marker=\"o\", markersize=2, mfc=\"green\")\n",
    "            if plotType[i] == \"scatter\":\n",
    "                LEAN = muniLean[tgtM]\n",
    "                deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "                gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                COLOR = (redd, gren, bluu)\n",
    "                plt.arrow(plotX,avgOrigGOP,0,avgSplitGOP-avgOrigGOP,width=0.002, head_width=0.006, \n",
    "                          head_length=0.012,color=\"black\")\n",
    "                plotX1 = [(muniPop[tgtM] / avgDistrictPop - 2.*plotOffset ) for qq in envList]\n",
    "                plotX2 = [(muniPop[tgtM] / avgDistrictPop + plotOffset ) for qq in envList]\n",
    "                for qq in range(len(envList)):\n",
    "                    plt.text(plotX1[qq], envListOrigGOP[qq],\"x\",fontsize=5,color=COLOR)\n",
    "                    plt.text(plotX2[qq], envListSplitGOP[qq],\"o\",fontsize=5,color=COLOR)\n",
    "            if plotType[i] == \"violin\":\n",
    "                LEAN = muniLean[tgtM]\n",
    "                deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "                gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                COLOR = (redd, gren, bluu)\n",
    "                delta = avgSplitGOP - avgOrigGOP               \n",
    "                WDTH = 0.1 * abs(delta)  \n",
    "                HW, HL = 4. *WDTH ,6. *WDTH\n",
    "                plt.arrow(plotX,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,\n",
    "                          color= COLOR)\n",
    "                #fig, ax = plt.subplots(figsize=(18, 7))  #in below, I use \"widths\" for half-violin widths\n",
    "                data1 = envListOrigGOP.copy()  #KISS; copy the STACKFLOW example\n",
    "                data2 = envListSplitGOP.copy()\n",
    "                v1 = ax.violinplot(data1, points=100, positions=[plotX],widths=0.03,\n",
    "                                   showmeans=False, showextrema=False, showmedians=False)\n",
    "                for b in v1['bodies']:\n",
    "                    # get the center\n",
    "                    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "                    # modify the paths to not go further right than the center\n",
    "                    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], -np.inf, m)\n",
    "                    b.set_color('g')\n",
    "                    \n",
    "                v2 = ax.violinplot(data2, points=100, positions=[plotX], widths=0.03,\n",
    "                                   showmeans=False, showextrema=False, showmedians=False)\n",
    "                for b in v2['bodies']:\n",
    "                    # get the center\n",
    "                    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "                    # modify the paths to not go further left than the center\n",
    "                    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], m, np.inf)\n",
    "                    b.set_color('m')\n",
    "    ax.tick_params(axis='x', labelsize=18) #had tried 12 before; too small\n",
    "    ax.tick_params(axis='y', labelsize=18)            \n",
    "    plt.ylim(0.1, 0.8)\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5f05a7d3-02c1-44c3-acad-d77234481705",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similar to above, but plotted as envelope averages with arrows as shifts\n",
      "Plot these as arrows from original to no-split expected lean of the suburban envelope of range 0.5\n",
      "The below plot is for legislative . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 0 for case legislative\n",
      "working on IDing the suburban envelope for muni 120 for case legislative\n",
      "working on IDing the suburban envelope for muni 320 for case legislative\n",
      "working on IDing the suburban envelope for muni 480 for case legislative\n",
      "working on IDing the suburban envelope for muni 600 for case legislative\n",
      "working on IDing the suburban envelope for muni 1000 for case legislative\n",
      "working on IDing the suburban envelope for muni 1020 for case legislative\n",
      "working on IDing the suburban envelope for muni 1240 for case legislative\n",
      "working on IDing the suburban envelope for muni 1460 for case legislative\n",
      "working on IDing the suburban envelope for muni 1480 for case legislative\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative district pop\n",
      "The below plot is for Congressional . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 1120 for case Congressional\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"Similar to above, but plotted as envelope averages with arrows as shifts\")\n",
    "plotOffset = 0.003  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 0.50 #0.333  # the span of (fraction of city pop in this HD) for which we will accumulate stats\n",
    "print(\"Plot these as arrows from original to no-split expected lean of the suburban envelope of range\",envRange)\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP, HDvGOP2], [HD15vGOP[0], HD15vGOP[1]] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [HDtractPop, HD15tractPop]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legHDTL,A_HDTL ]  #the HDtractLists for the base case of all muni and county splits allowed\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative\",\"Congressional\"]\n",
    "for i,avgDistrictPop in enumerate( [statePop/99., statePop/15.] ):\n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.65],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / avgDistrictPop < 1.0 and muniPop[m] / avgDistrictPop > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniGeom[tgtM].centroid\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for v in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if v in muniTractList[tgtM]:\n",
    "                        inHDpop += tractPop[v]\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            LEAN = muniLean[tgtM]\n",
    "            deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "            deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "            gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "            bluu = max(0, 1 - deltaBlue )\n",
    "            redd = max(0, 1 - deltaRed )\n",
    "            COLOR = (redd, gren, bluu)\n",
    "            #plt.scatter(plotX, avgSplitGOP-avgOrigGOP,marker=\"o\", s=4*max(1,muniPop[tgtM]/100000), color=COLOR)\n",
    "            delta = avgSplitGOP - avgOrigGOP #weighted shift in mean envelope HD lean after applying no-split\n",
    "            if abs(delta) > 0.005:\n",
    "                WDTH = 0.1 * abs(delta)  \n",
    "                HW, HL = 4. *WDTH ,6. *WDTH\n",
    "                plt.arrow(plotX,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,color=COLOR)\n",
    "            else:\n",
    "                plt.scatter(plotX,avgOrigGOP,marker=\"o\",s=5,color=COLOR)\n",
    "    plt.ylabel(\"avg %GOP in surburban envelope\")\n",
    "    plt.xlabel(\"municipality population / district population\")\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b2af66d5-9f09-4302-ae3b-81584125f440",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feb 11 - even one more plotting method -- bubble plot based on envelope lean shift per city\n",
      "Note, we are still doing the partisan lean shift, not a total seat shift\n",
      "Similar to above, but plotted differently\n",
      "Plot these as left or right arrow based on lean-shift of the suburban envelope of range 0.8\n",
      "The below plot is for legislative . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 0 for case legislative\n",
      "working on IDing the suburban envelope for muni 120 for case legislative\n",
      "working on IDing the suburban envelope for muni 320 for case legislative\n",
      "working on IDing the suburban envelope for muni 480 for case legislative\n",
      "working on IDing the suburban envelope for muni 600 for case legislative\n",
      "working on IDing the suburban envelope for muni 1000 for case legislative\n",
      "working on IDing the suburban envelope for muni 1020 for case legislative\n",
      "working on IDing the suburban envelope for muni 1240 for case legislative\n",
      "working on IDing the suburban envelope for muni 1460 for case legislative\n",
      "working on IDing the suburban envelope for muni 1480 for case legislative\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative district pop\n",
      "The below plot is for Congressional . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 1120 for case Congressional\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"Feb 11 - even one more plotting method -- bubble plot based on envelope lean shift per city\")\n",
    "print(\"Note, we are still doing the partisan lean shift, not a total seat shift\")\n",
    "# .......fill in more here\n",
    "print(\"Similar to above, but plotted differently\")\n",
    "plotOffset = 0.003  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 0.8  # the span of (fraction of city pop in this HD) for which we will accumulate stats\n",
    "print(\"Plot these as left or right arrow based on lean-shift of the suburban envelope of range\",envRange)\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP, HDvGOP2], [HD15vGOP[0], HD15vGOP[1]] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [HDtractPop, HD15tractPop]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legHDTL,A_HDTL ]  #the HDtractLists for the base case of all muni and county splits allowed\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative\",\"Congressional\"]\n",
    "for i,avgDistrictPop in enumerate( [statePop/99., statePop/15.] ):\n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.65],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / avgDistrictPop < 1.0 and muniPop[m] / avgDistrictPop > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniGeom[tgtM].centroid\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for v in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if v in muniTractList[tgtM]:\n",
    "                        inHDpop += tractPop[v]\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            LEAN = muniLean[tgtM]\n",
    "            deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "            deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "            gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "            bluu = max(0, 1 - deltaBlue )\n",
    "            redd = max(0, 1 - deltaRed )\n",
    "            COLOR = (redd, gren, bluu)\n",
    "            delta = avgSplitGOP-avgOrigGOP\n",
    "            mkr = \"<\" #default, Dem shift\n",
    "            if delta > 0:\n",
    "                mkr = \">\"\n",
    "            sz = 1000. * abs(delta)  #size correlates\n",
    "            plt.scatter(plotX, avgOrigGOP,marker=mkr, s=sz, color=COLOR)\n",
    "            #if abs(avgSplitGOP - avgOrigGOP) > 0.01:\n",
    "            #    plt.arrow(plotX,avgOrigGOP,0,avgSplitGOP-avgOrigGOP,width=0.002, head_width=0.006, head_length=0.012,color=COLOR)\n",
    "            #else:\n",
    "            #    plt.scatter(plotX,avgOrigGOP,marker=\"o\",s=5,color=COLOR)\n",
    "    plt.ylabel(\"avg %GOP in surburban envelope\")\n",
    "    plt.xlabel(\"municipality population / district population\")\n",
    "    mrkr = [\"<\",\"<\",\">\",\">\"]\n",
    "    shift = [0.04,0.02, 0.02, 0.04]\n",
    "    shiftString = [\"+0.04\", \"+0.02\", \"- 0.02\", \"- 0.04\"]\n",
    "    pX = [0.6,0.6,0.6,0.6]\n",
    "    pY = [0.35, 0.3, 0.25, 0.2]\n",
    "    siz = [1000.*abs(shift[iii]) for iii in range(4)]\n",
    "    CLR = [\"blue\", \"blue\", \"red\", \"red\"]\n",
    "    for iii in range(4):\n",
    "        plt.scatter(pX[iii],pY[iii],marker = mrkr[iii],s = siz[iii],color=\"black\")\n",
    "        plt.text(pX[iii]+0.03, pY[iii]-0.01,shiftString[iii],color=CLR[iii])\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "e5ebd5c3-8013-4545-99d0-edc70b4be758",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = 0.2\n",
    "y0 = 1\n",
    "ySpace = 0.1\n",
    "Polly1 = Polygon([(0,0),(x,0),(x,y0),(0,y0)])\n",
    "Polly2 = Polygon([(0,y0+ySpace),(x,y0+ySpace),(x,2*y0+ySpace),(0,2*y0+ySpace)])\n",
    "Polly3 = Polygon([(0,2*y0+2*ySpace),(x,2*y0+2*ySpace),(x,3*y0+2*ySpace),(0,3*y0+2*ySpace)])\n",
    "Polly4 = Polygon([(0,3*y0+3*ySpace),(x,3*y0+3*ySpace),(x,4*y0+3*ySpace),(0,4*y0+3*ySpace)])\n",
    "LEANS = [0.40, 0.47, 0.54, 0.60]\n",
    "Pollys = [Polly1,Polly2, Polly3, Polly4]\n",
    "for i,p in enumerate(Pollys):\n",
    "    LEAN = LEANS[i]\n",
    "    deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "    gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    COLOR = (redd, gren, bluu)\n",
    "    fillplot(p,redd,gren,bluu)\n",
    "    plt.text(p.centroid.x - 0.06,p.centroid.y-0.15,\"0.\"+str(int(100*LEAN)),fontsize=30)\n",
    "plotPoly(Polygon([(1.5*x,3),(3*x,3),(3*x,4),(1.5*x,4)]) )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "56f6b849-a621-450b-ab3e-e433aa484203",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1121 81146.0 0.5269278801123947\n",
      "1708 82774.0 0.44216123949579833\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 70000 and muniPop[m] < 120000:\n",
    "        plotPoly(muniGeom[m])\n",
    "        plotCenter(muniPop[m],muniGeom[m])\n",
    "        print(m,muniPop[m],muniLean[m])\n",
    "    plotPoly(countyGeom[24])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e6286210-2701-4119-ba7b-2cedc66c8314",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "need to have bg pops for below envelope assessments\n"
     ]
    }
   ],
   "source": [
    "print(\"need to have bg pops for below envelope assessments, and sometimes their geoms\")\n",
    "bgFile = gpd.read_file(\"state_map_files/oh_pl2020_bg.dbf\")\n",
    "bgTractPop = bgFile['P0010001']\n",
    "bgGeom = bgFile['geometry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "70438166-fe4c-4921-9441-a610eaebb173",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.60963, 0.54268, 0.46592999999999996, 0.52174, 0.51925, 0.5327999999999999, 0.51901, 0.51781, 0.54781]\n"
     ]
    }
   ],
   "source": [
    "electionMeanDemvote = [0.39037, 0.45732, 0.53407, 0.47826, 0.48075, 0.4672, 0.48099, 0.48219, 0.45219] \n",
    "electionMeanGOPvote = [1. - ee for ee in electionMeanDemvote ]\n",
    "print(electionMeanGOPvote)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6f1fe194-5daf-42f0-9f75-7d33286bcabc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/5/23 - let's understand better why 1850 COIs led to fewer GOP seats\n",
      " Pull in the bg-snapped results and COI-snapped results as separate HDTL's and leans\n",
      "I built the list of active HDs.  Total HDweight is 0.9999988982535452\n",
      "working on mean GOP vote for HD, plan = 0 anySplit\n",
      "working on mean GOP vote for HD, plan = 1000 anySplit\n",
      "working on mean GOP vote for HD, plan = 2000 anySplit\n",
      "working on mean GOP vote for HD, plan = 3000 anySplit\n",
      "working on mean GOP vote for HD, plan = 0 1850COIs\n",
      "working on mean GOP vote for HD, plan = 1000 1850COIs\n",
      "working on mean GOP vote for HD, plan = 2000 1850COIs\n",
      "working on mean GOP vote for HD, plan = 3000 1850COIs\n",
      "we have computed the expected frac'l seats at 0.54 for each HD for each file\n"
     ]
    }
   ],
   "source": [
    "nCOIs = 1850 #615 *1850\n",
    "print(\"2/5/23 - let's understand better why\",nCOIs,\"COIs led to fewer GOP seats\")\n",
    "#this is for Appendicial figures illustrating where in Ohio we see a no-COI-split shift, a la Figure I\n",
    "print(\" Pull in the bg-snapped results and COI-snapped results as separate HDTL's and leans\")\n",
    "#note: we also now have bg-snapped results, with very similar statewide results vs. vtd-snapped\n",
    "nDistricts = 15  #SEE A BELOW BLOCK FOR LEGISLATIVE, SINCE COI LEGISLATIVE BASED ON BLOCK GROUPS, NOT VTD'S\n",
    "infilename =  \"10FebOH15origHDbg_dLeans.csv\"\n",
    "HDplanDF = pd.read_csv(\"enacted_analysis/\"+infilename)\n",
    "infilename2 = \"01JanOH15COI_1850_29D_dLeans.csv\" #\"01JanOH15HD3_COI615_3_dLeans\" #01JanOH15COI_1850_29D_dLeans  \n",
    "COIplanDF = pd.read_csv(\"enacted_analysis/\"+infilename2)\n",
    "HDplanTractPop = HDplanDF['HDtractPop']  #HDtractPop  #tractPop (inconsistency by file)\n",
    "HDtractPop = HDplanTractPop\n",
    "n_HDs = len(HDplanTractPop)  #n_HDs is generic for legisl or Congr maps\n",
    "mainCounty = [-999]*n_HDs\n",
    "HDstatePop = np.sum(HDplanTractPop)\n",
    "HDweight = [HDplanTractPop[h] / HDstatePop for h in range(n_HDs)]  #these weights are the same in all dLeans files\n",
    "HDplanTractListString = HDplanDF['HDtractList']  #HDtractList #'origHDvtdList' #list of vtd's in each Home District\n",
    "COIplanTractListString = COIplanDF['HDtractList']\n",
    "#mainCounty =  [ countyNo[t] for t in range(nHDs)]  #I think this is for blockgroup-based, not assigned in the HD output file\n",
    "mainCounty = HDplanDF['countyNo'] #['HDcountyNo'] \n",
    "HDCPx = HDplanDF['centroid x']\n",
    "HDCPy = HDplanDF['centroid y']\n",
    "HDCP = [Point(HDCPx[i], HDCPy[i]) for i in range(n_HDs)]\n",
    "\n",
    "activeHD15s = list()\n",
    "HDweightSum = 0. \n",
    "HDTL = [list()]*n_HDs  #HDtractList\n",
    "COI_HDTL = [list()]*n_HDs\n",
    "for t in range(n_HDs):\n",
    "    HDTL[t], COI_HDTL[t] = list(), list()\n",
    "    if HDweight[t] > 0.0000011:\n",
    "        activeHD15s.append(t)\n",
    "        HDweightSum += HDweight[t]\n",
    "print(\"I built the list of active HDs.  Total HDweight is\", HDweightSum)\n",
    "# import ast  #already done\n",
    "for t in activeHD15s:\n",
    "    if HDplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        HDTL[t] = ast.literal_eval(HDplanTractListString[t])\n",
    "    if COIplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        COI_HDTL[t] = ast.literal_eval(COIplanTractListString[t])\n",
    "\n",
    "meanGOPvote = 0.54\n",
    "seatVar = 0.01  #noise in district result per election\n",
    "planDFlist = [HDplanDF, COIplanDF]\n",
    "planName = [\"anySplit\",str(nCOIs)+\"COIs\"]  #[\"anySplit\",\"wholeMuni\",\"wholeCinCle\"]\n",
    "HD15vGOP =         [ [0.6]*n_HDs for i in range(len(planDFlist)) ]\n",
    "HD15fracGOPseats = [ [0.6]*n_HDs for i in range(len(planDFlist)) ]\n",
    "for i, planDF in enumerate(planDFlist):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "                 dLeanAud2018, dLeanPres2020]   \n",
    "    nElections = len(elections)\n",
    "    for h in activeHD15s:\n",
    "        if h%1000 == 0:\n",
    "            print(\"working on mean GOP vote for HD, plan =\",h,planName[i])\n",
    "        eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "        fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "        R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "        y0 = fit[1]\n",
    "        HD15vGOP[i][h] = y0 + meanGOPvote*R\n",
    "        #HDfracGOPseats[h] = norm.cdf( (HDvGOP[h] - 0.5) / seatVar )  #alt to below -- avg across elections before converting to seats\n",
    "        fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)]  #fractional seats in each election\n",
    "        fit = np.polyfit(electionMeanGOPvote,fracSeats,1)  #first-order linear regression with old polyfit\n",
    "        Rsmeared = fit[0]   #slope is fit[0] in y = mx + b, intercept is fit[1]\n",
    "        y0 = fit[1]\n",
    "        HD15fracGOPseats[i][h]  = max(0., min(1., y0 + meanGOPvote*Rsmeared) )  #protect against fit error\n",
    "print(\"we have computed the expected frac'l seats at\",meanGOPvote,\"for each HD for each file\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "618d3b23-e4f2-49f0-9e66-148d14dbbe0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will now compute, plot each county's GOP seat fraction expectation under each rule set\n",
      "county 3 shifted from 0.628 to 0.54 when building from COIs\n",
      "county 8 shifted from 0.958 to 0.924 when building from COIs\n",
      "county 12 shifted from 0.902 to 0.813 when building from COIs\n",
      "county 20 shifted from 0.807 to 0.716 when building from COIs\n",
      "county 21 shifted from 0.651 to 0.59 when building from COIs\n",
      "county 22 shifted from 0.858 to 0.756 when building from COIs\n",
      "county 24 shifted from 0.21 to 0.167 when building from COIs\n",
      "county 25 shifted from 0.864 to 0.663 when building from COIs\n",
      "county 27 shifted from 0.525 to 0.714 when building from COIs\n",
      "county 30 shifted from 0.351 to 0.314 when building from COIs\n",
      "county 34 shifted from 0.959 to 0.921 when building from COIs\n",
      "county 44 shifted from 0.954 to 0.899 when building from COIs\n",
      "county 46 shifted from 0.514 to 0.423 when building from COIs\n",
      "county 51 shifted from 0.871 to 0.722 when building from COIs\n",
      "county 66 shifted from 0.522 to 0.56 when building from COIs\n",
      "county 71 shifted from 0.928 to 0.706 when building from COIs\n",
      "county 77 shifted from 0.847 to 0.89 when building from COIs\n",
      "county 86 shifted from 0.737 to 0.683 when building from COIs\n",
      "here is the shift in county fraction of GOP seats for HDs centered in each county\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is the shift in seats for HDs centered in each county\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"we will now compute, plot each county's GOP seat fraction expectation under each rule set\")\n",
    "minPlot = 0.03  #use 0.03 for Congressional, #0.10 maybe for legisl\n",
    "countyFracGOPseats = [[0.]*nCounties for i in range(len(planDFlist)) ]\n",
    "countyHDweight = [0.]*nCounties  #total HD weight in this county (should be proportional to countyPop)\n",
    "for h in activeHD15s:\n",
    "    c = mainCounty[h]\n",
    "    if c >= 0 :  #should always be true for active HD's ...\n",
    "        countyHDweight[c] += HDweight[h]\n",
    "        for i, planDF in enumerate(planDFlist):\n",
    "            countyFracGOPseats[i][c] += HDweight[h] * HD15fracGOPseats[i][h]\n",
    "for c in range(nCounties):\n",
    "    for i, p in enumerate(planDFlist):\n",
    "        countyFracGOPseats[i][c] /= countyHDweight[c]  #normalizing\n",
    "countyShift = [(countyFracGOPseats[1][c] - countyFracGOPseats[0][c] ) for c in range(nCounties) ]\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.4)\n",
    "    fillplotLean(countyGeom[c], countyFracGOPseats[0][c])\n",
    "    if abs(countyShift[c]) > minPlot :\n",
    "        print(\"county\",c,\"shifted from\",r3(countyFracGOPseats[0][c]),\"to\",r3(countyFracGOPseats[1][c]),\n",
    "              \"when building from COIs\")\n",
    "        plt.text(countyGeom[c].centroid.x - 0.1,countyGeom[c].centroid.y,r3(countyShift[c]),fontsize=8)\n",
    "print(\"here is the shift in county fraction of GOP seats for HDs centered in each county\")\n",
    "plt.show()\n",
    "\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.4)\n",
    "    if countyFracGOPseats[0][c] < 0.54:\n",
    "        fillplotLean(countyGeom[c], countyFracGOPseats[0][c])\n",
    "    if abs(countyShift[c]) > 0.03 :\n",
    "        plt.text(countyGeom[c].centroid.x - 0.13,countyGeom[c].centroid.y - 0.03,\n",
    "                 r3(countyShift[c]*nDistricts*countyPop[c]/statePop),fontsize=10)\n",
    "print(\"here is the shift in seats for HDs centered in each county\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e8b0c705-a228-484b-aa45-8bfbc9249ee8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.01918 -0.28773 fracSeat shift, net seat shift out of 15 total seats\n",
      "-0.019 fracSeat shift, our XL sheet has vtd-based fracSeat as 0.63171 , 1850COI as 0.61271\n",
      "-0.00512 fracSeat shift, our XL sheet has vtd-based fracSeat as 0.63171 , 615COI as 0.62659\n"
     ]
    }
   ],
   "source": [
    "totShift = 0.\n",
    "for c in range(nCounties):\n",
    "    totShift += countyPop[c] / statePop * countyShift[c]\n",
    "print(r5(totShift), r5(totShift*nDistricts),\"fracSeat shift, net seat shift out of 15 total seats\")\n",
    "print(r5(0.61271-0.63171),\"fracSeat shift, our XL sheet has vtd-based fracSeat as\",0.63171,\", 1850COI as\",0.61271)\n",
    "print(r5(0.62659-0.63171),\"fracSeat shift, our XL sheet has vtd-based fracSeat as\",0.63171,\", 615COI as\",0.62659)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0f7490d-7d95-4084-ae52-9009276ff247",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#below is from a cold restart; above not a needed pre-req\n",
    "print(\"need to have bg pops for below envelope assessments, and sometimes their geoms\")\n",
    "bgFile = gpd.read_file(\"state_map_files/oh_pl2020_bg.dbf\")\n",
    "bgTractPop = bgFile['P0010001']\n",
    "bgGeom = bgFile['geometry']\n",
    "electionMeanDemvote = [0.39037, 0.45732, 0.53407, 0.47826, 0.48075, 0.4672, 0.48099, 0.48219, 0.45219] \n",
    "electionMeanGOPvote = [1. - ee for ee in electionMeanDemvote ]\n",
    "print(electionMeanGOPvote)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b69015c0-58f2-49ce-86d3-01bf12e15ead",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now, pull in the 'muni'=COI stats, so we can do FigI-style no-split analysis\n"
     ]
    }
   ],
   "source": [
    "#added 2/12/23\n",
    "print(\"now, pull in the 'muni'=COI stats, so we can do FigI-style no-split analysis\")\n",
    "mName = \"OH_COI1850MuniStats.csv\"  #OH_COI1850MuniStats or OH_COI615MuniStats\n",
    "muniDF = pd.read_csv(\"state_HD_output/\"+mName)\n",
    "muniPop = muniDF['muniPop']\n",
    "nMunis = len(muniPop)\n",
    "muniTLS = muniDF['muniTractList']  #tract (blockgroup) lists come in as strings\n",
    "muniTractList = [list() for i in range(nMunis)]\n",
    "for m in range(nMunis):\n",
    "    if muniTLS[m] != []:\n",
    "        muniTractList[m] = ast.literal_eval(muniTLS[m])\n",
    "muniPCPx = muniDF['centroid x']\n",
    "muniPCPy = muniDF['centroid y']\n",
    "muniPCP = [Point(muniPCPx[i], muniPCPy[i]) for i in range(nMunis) ]\n",
    "muniGeom = [muniPCP[i] for i in range(nMunis)]  #not really, but a start\n",
    "muniLean = muniDF['muniLean']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2e764f4d-76d2-4ebc-abcc-4466f7017102",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading in the relevant analysis files to build leg AND congr COI-anysplit comparisons\n",
      "these are based on block group demographics, not the vtd-based used for other no-split analyses\n",
      "OK, that takes care of legislative, now we will do Congressional\n"
     ]
    }
   ],
   "source": [
    "print(\"reading in the relevant analysis files to build leg AND congr COI-anysplit comparisons\")\n",
    "print(\"these are based on block group demographics, not the vtd-based used for other no-split analyses\")\n",
    "infilename = \"12FebOH99origHDbg27De_dLeans.csv\" #12FebOH99origHDbg27De_dLeans\n",
    "legHDplanDF = pd.read_csv(\"enacted_analysis/\"+infilename)\n",
    "legHDplanTractPop = legHDplanDF['HDtractPop']  #HDtractPop  #tractPop (inconsistency by file)\n",
    "legHDplanTractListString = legHDplanDF['HDtractList']  #HDtractList #'origHDvtdList' #list of vtd's in each Home District\n",
    "infilename2 = \"31DecOH99HD3_COI1850_dLeans.csv\" #\"31DecOH99HD3_COI6_dLeans\" or \"31DecOH99HD3_COI1850_dLeans\"\n",
    "legCOIplanDF = pd.read_csv(\"enacted_analysis/\"+infilename2)\n",
    "legCOIplanTractListString = legCOIplanDF['HDtractList']\n",
    "HDstatePop = np.sum(legHDplanTractPop)\n",
    "nHDs = len(legHDplanTractPop)\n",
    "HDweight = [legHDplanTractPop[h] / HDstatePop for h in range(nHDs)]  #same weights for any-split vs COIsplit files\n",
    "legAnySplitHDTL, legCOI_HDTL = [list() for h in range(nHDs)], [list() for h in range(nHDs)]\n",
    "activeHDs = list()\n",
    "for t in range(nHDs):\n",
    "    if HDweight[t] > 0.0000011:\n",
    "        activeHDs.append(t)\n",
    "for t in activeHDs:\n",
    "    if legHDplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        legAnySplitHDTL[t] = ast.literal_eval(legHDplanTractListString[t])\n",
    "    if legCOIplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        legCOI_HDTL[t] = ast.literal_eval(legCOIplanTractListString[t])\n",
    "HDCPx, HDCPy = legHDplanDF['centroid x'], legHDplanDF['centroid y']\n",
    "HDCP = [Point(HDCPx[h],HDCPy[h]) for h in range(nHDs)]\n",
    "print(\"OK, that takes care of legislative, now we will do Congressional\")\n",
    "\n",
    "infilename =  \"10FebOH15origHDbg_dLeans.csv\"\n",
    "congrHDplanDF = pd.read_csv(\"enacted_analysis/\"+infilename)\n",
    "congrHDplanTractPop = congrHDplanDF['HDtractPop']  #HDtractPop  #tractPop (inconsistency by file)\n",
    "congrHDplanTractListString = congrHDplanDF['HDtractList'] \n",
    "infilename2 = \"01JanOH15HD3_COI615_3_dLeans.csv\" #\"01JanOH15HD3_COI615_3_dLeans\" #01JanOH15COI_1850_29D_dLeans  \n",
    "congrCOIplanDF = pd.read_csv(\"enacted_analysis/\"+infilename2)\n",
    "congrCOIplanTractListString = congrCOIplanDF['HDtractList']\n",
    "nHD15s = len(congrHDplanTractPop)\n",
    "HDweight = [congrHDplanTractPop[h] / HDstatePop for h in range(nHD15s)]  #same weights for all\n",
    "congrAnySplitHDTL, congrCOI_HDTL = [list() for h in range(nHD15s)], [list() for h in range(nHD15s)]\n",
    "activeHD15s = list()\n",
    "for t in range(nHD15s):\n",
    "    if HDweight[t] > 0.0000011:\n",
    "        activeHD15s.append(t)\n",
    "# import ast  #already done\n",
    "for t in activeHD15s:\n",
    "    if congrHDplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        congrAnySplitHDTL[t] = ast.literal_eval(congrHDplanTractListString[t])\n",
    "    if congrCOIplanTractListString[t] != \"[]\" :  #special handling for empty lists (nonpopd tracts)\n",
    "        congrCOI_HDTL[t] = ast.literal_eval(congrCOIplanTractListString[t])\n",
    "HDCP15x, HDCP15y = congrHDplanDF['centroid x'], congrHDplanDF['centroid y']\n",
    "HDCP15 = [Point(HDCP15x[h],HDCP15y[h]) for h in range(nHD15s)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "79862ac6-2f46-4346-9ad4-b943ba876dcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "let's regress the mean GOP leans of each drawn district\n",
      "working on mean GOP vote for HD, plan = 0 legAnySplit\n",
      "working on mean GOP vote for HD, plan = 2000 legAnySplit\n",
      "working on mean GOP vote for HD, plan = 4000 legAnySplit\n",
      "working on mean GOP vote for HD, plan = 6000 legAnySplit\n",
      "working on mean GOP vote for HD, plan = 8000 legAnySplit\n",
      "working on mean GOP vote for HD, plan = 0 legCOI\n",
      "working on mean GOP vote for HD, plan = 2000 legCOI\n",
      "working on mean GOP vote for HD, plan = 4000 legCOI\n",
      "working on mean GOP vote for HD, plan = 6000 legCOI\n",
      "working on mean GOP vote for HD, plan = 8000 legCOI\n",
      "working on mean GOP vote for HD, plan = 0 congrAnySplit\n",
      "working on mean GOP vote for HD, plan = 2000 congrAnySplit\n",
      "working on mean GOP vote for HD, plan = 0 congrCOI\n",
      "working on mean GOP vote for HD, plan = 2000 congrCOI\n"
     ]
    }
   ],
   "source": [
    "print(\"let's regress the mean GOP leans of each drawn district\")\n",
    "meanGOPvote = 0.54\n",
    "#seatVar = 0.01  #noise in district result per election - only needed for fracSeat calc skipped here\n",
    "planDFlist = [legHDplanDF, legCOIplanDF, congrHDplanDF, congrCOIplanDF]\n",
    "planName = [\"legAnySplit\",\"legCOI\",\"congrAnySplit\",\"congrCOI\"] \n",
    "n__HDs = [nHDs, nHDs, nHD15s, nHD15s]\n",
    "ACTIVE_HDs = [activeHDs, activeHDs, activeHD15s, activeHD15s]\n",
    "HDvGOP =         [ [0.6]*n__HDs[i] for i in range(len(planDFlist)) ]\n",
    "#HD15fracGOPseats = [ [0.6]*n__HDs[i] for i in range(len(planDFlist)) ]\n",
    "for i, planDF in enumerate(planDFlist):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018, dLeanSoS2018,\n",
    "                 dLeanAud2018, dLeanPres2020]   \n",
    "\n",
    "    for h in ACTIVE_HDs[i]:\n",
    "        if h%2000 == 0:\n",
    "            print(\"working on mean GOP vote for HD, plan =\",h,planName[i])\n",
    "        eVote = [ (1. - e[h] ) for e in elections]   #remember, e results were Dem seats per election\n",
    "        fit = np.polyfit(electionMeanGOPvote,eVote,1)  #first-order linear regression with old polyfit\n",
    "        R = fit[0]   #responsiveness with no smearing #slope is fit[0] in y = mx + b, intercept is fit[1]    \n",
    "        y0 = fit[1]\n",
    "        HDvGOP[i][h] = y0 + meanGOPvote*R\n",
    "        #   HDfracSeats = ...  #skip this for COI analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "391268f6-0481-4163-be39-33cc7f6c002e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COI version of Fig. I, visualizing the divergence in envelope HD lean upon applying COI no-split\n",
      "this first block is for Congressional maps.  In each case, the sequence of work is:\n",
      "1. Create a list of muni/COIs with populations between x fraction and 1.0 of a full district\n",
      "2. For each qualifying muni, identify the HD centers which captured a certain range of that muni's population\n",
      "3. Compute the average and span of the HD leans for both original and no-split HD shapes\n",
      "4. Various approaches to plotting the results\n",
      "The below plot is for legislative615 . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 20 for case legislative615\n",
      "working on IDing the suburban envelope for muni 60 for case legislative615\n",
      "working on IDing the suburban envelope for muni 80 for case legislative615\n",
      "working on IDing the suburban envelope for muni 100 for case legislative615\n",
      "working on IDing the suburban envelope for muni 120 for case legislative615\n",
      "working on IDing the suburban envelope for muni 140 for case legislative615\n",
      "working on IDing the suburban envelope for muni 260 for case legislative615\n",
      "working on IDing the suburban envelope for muni 320 for case legislative615\n",
      "working on IDing the suburban envelope for muni 340 for case legislative615\n",
      "working on IDing the suburban envelope for muni 360 for case legislative615\n",
      "working on IDing the suburban envelope for muni 580 for case legislative615\n"
     ]
    },
    {
     "data": {
      "image/png": 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l2nf9ngQf0B1Vcdn/v/jPvf+kZ0JPJk6cyNixY8nPz4ckuPeRe/kq7ivq+tTxyNZHOKvnWZyddLbtOFOTUklvTKfhRAMAn331GUe+OqK2DUhlQOqAkO8zml8Ou7nh32z8jd6WEJfAlo+3NGms+Hw+9h/cD/82N4LrfBd9M0x1cjKyOX70OD6fj+/2/y4Txk/QtyWflczU16cCHT/epSNnM2T0ydCXszOy1XcggOyM7C5ffVxoX1ri9Q1FqJIndrTFQ1RH886GQ7MCbOPi4izrjY2NQW12rFixgrPOOoupU6eG7JeYmEhiYmJzhhYRltRl4N4P7rV1YWspzLrOyin0qZ+LRlxkdFyOimM5G/Cr7t/53p3Wg/mP8et//TqisV5x4AreXumX9p/of4VJa305tBvshEETeHrb0wDUN9YzcXDTgwu89gC5RbksWLCA+x+4v8m+APMXzFeGIR3/ZijZDIIQfdpCyymw5ImTZ1ijtR6iwvHOtpbB1hZEZKykpqaSkJAQ5EWprq4O8rYE0tjYyLJly7jtttvo0cPGImgHCgoKyM3Nxe1WxsjS0Uvpm9KX1AGpnOpxirzV6h+wZEYJ/br3M3RWGkIc1F+VOWz2oKaShgF+Q7j4umISuxvGmuZZqf1BrRrDdij+eTGJiYmkDkglOSXZcLsXo55s/fft7373u4w7b5xeTNGOlnpepgyfoi+vuWlNWD8GBQUF5E7MxX2l3xC8A7xzvAw9P7iYZEFBAW63W7/+Xq+XpKQkUlJTWLw8OE6qIxJONkNH/qERhPZg6ydb9eVwvb6REljyxBzD15YPUU7e2c4ivhmRsdKjRw9ycnLweDzccMMNervH4+H6668Pue/bb79NRUWFmgaJEVwuFwkJxnTPjZffSFpaGgAHPj+gt2emZZLWI83QWUlGn+bZc3SPccB04CBwGt0Vnn9xPsUfGAGIgDIozqjF9c+vJ7V3KrnrjDn+C1MvDLLGG2gwiiPUwBWXXMEFGRcAAVk1lcDl6AbTq7zKq8+/GvI6RNPzYjZcQuFyuUjoaVx7MiD7EvXFDswScrlc9O1rmhrKzqZ37+B+nQXzj05n+aERhPagOV7fjoqTd7YtDLa2IOJpoPvuu4/bbruN0aNHM27cOIqKijh48CB33XUXoOJNDh8+zKpVqyz7FRcXM3bsWIuuSXvi8/nw+XwcO3ZMb1v3zjou+NoFDEgdwOHjh/X2XdW76Netn7GzyXsy7Y+mJ90bAGP6HiDYUAHlmfEbPpkXZZLRLwM2GZsds2JOmY67s5hF1zikIW0Hb7HyPkD7uSU7C+0ZQBerPzTa9wegrs5IUa6srCTjvAyn3QShTWmO17ej4uSd7SwGW8TGyvTp0zl69CgPP/wwPp+PzMxMNm7cqGf3+Hw+Dh48aNnniy++4JVXXuE3v/mN3SHbBbs4iLv/djfsCu6btzrPYiiYpfkt7UVAGvADQHMaNKLHVejMQo95efTlR7k+63o4YuzzZN6TnHXWWeS/rrxQ2rTQybqT5C/PhxMqA8ORGshOV94HaD+3ZGehPQPoYvWHximOqLi4mAcXPtgOIxKE0ITr9e0MmA2XzmKwNSvAdu7cucydO9d224oVK4LaUlJS+PLLL5tzqlYjMA4iImr8L2Dtq6ZsoHjgKMpzohkrdnHHJkHf5T9ezvKJyy1xLj9956eW7prRogYObLFmYAitS3sG0MXqD43T9yeWpnkFobUwexbNuFwu+vbva7NHbNCRDbYuWxsoMA4CwDPTQ7/UfkEy8J5bPRz5+Ag3L7o56Dia94J4lJESj/Km+Pmd+3f8yPMj604mJX+Px4P7Brfy1OQB3WD1zNXMeGOG3kfXH6mrUzeHE816yxHhNPVRV1enx+uUVZWRlJRkUSqN5JjHvjhm2a6pnIZ7vLYiVgLoYumHxu77A5CRYW9ES3Cw0Jlw8izaZTMK0aHLGit2ZKVnkZaWFhS4mZWeRe8M+xvS/m774UeodOXPgT9bt1856MrQ58zKMjw1/YEecOVFV8IbRh/thlhbW2spptiahJz68Kdf5z4XmVcq6JinrNvDVbBtCzrqk1OsIsHBQmfCKUOxI6mRdzTEWDGxf/9+PRsoEHOktZk3/vmGMlTigX6AszCv4mhLRti6mG/Q43qM4/nxzwPYp0efMb6ggZ4oJ4KmU76sI3eRf79j4J0frGDbXsiTU3SJpeBgIfp0NRVXpwxFCK/mmRA5YqyYmDBhgmNhPqfiWBt/vxGmY0wBfQJc4nCCo8DThNZpaUfCvkFXAqeNIN5wv5yB0ynvv/++sbEIkn+YzMgRI6NWa6glyJNTdIml4GAh+sSiiqvQuRBjxYQmpPPRsY8s7Ra5fY0zQDf4ycyf8JsVv4HBqJRmMIJrA+mPEdsSg7T1DdpiAMbDsOFq3U5b5Kpzr2qVMTghT07No6KigmHfCDbsYyk4WIg+saLiKnRexFgxoQnpLD+43NIeJLeveUji4TcP/kYZH3tRxso0LAG2FrRMITsuRDdyNlVscujUurT1DdoytdYAFfsqGDlipK22SFsbK0LzGDNmDNt2bgtqj6XgYCH6tGcQus/nY//+/fp6WVmZ/pAl8WWdh/imu3QdioqKOHHiBGO7jYXPUK9aJbevUwysQxkdZ6B7N1PVNs1r4lQmqT9wN8GF3i4EbkY3Vma9NqvF76UtKCsrY8eOHWEVsbTD4lmZY3hWJgwyihV2hekDn89HWVmZvq5dV7sA31gnISFB/xwFoS0oLCy0pNDn5uaSk5NDYWFhO45KiDbiWTExe/bs4MYrIHO+SXXXH6+h0djgd6Nc6G/QUpdDGSwmysvL1RSSaZ844mh0dM/EDtoPhLmgYLMxCQTbaYvU1nbeqZfAWCHtunbEYN76+noq9tkHowtCa1BQUEBeXvAUo8SXdS7EWDFRUlJi/NPfgbo6fULvs/qV1dz085uUZ0SzL8yicE3gdrthCDAONU3Un5g3VLxeL0ndjDno1iwo6DR94DvhY//nJtevX6PFiVjOPuhMP7bbtm0Tz0oXIVbS+10ul+N3ReLLOg9irJiw1C3KAMIoDn3+oPON7J9wvQuBtsgB4CH//gWwcs7KmJ4Kys62zkG3xw9CYPZBU6nOsZJ94JjiafNb68PHlzWxpfzcFE5Zc0LnQ9L7hbZEjJVICQiQPfjJQft+obAzahpR3ph0OKePNXX69//4Pe4L3NR9GRvKrpU1lXxx8gt93aw4a+fhCMurUQllO00Ktidw9GqVlZUxrsc4iscVk1+SD73AU+DRA6FjOfsg0hTP+bnzW3E0gtB8JL1faEvEWImEo0C9ten8QefDTuDrGHEnTU0DOc3yNKhz6NlHfub9eR7z/jwvSPG1vSjeWcxir/20j52HIyyvxjLIXWba9wrAQfw3qJ7TFZD1yyx9NZaLNUaa4pmSmOJ4rQWhPZH0/o5JRxXwE2MlEvoHNx385KBKW34Jlbb8CjC1ieM4TRfNUecomVGiKj37iY+L5+bMm/mvkf9lKL62I/mX5HPTRTeF3T8Sr4bX64VukPty0+/T85YH90vuJuOK2puQc/sZph97GyNLfvQFQYgmHVXAT4yVMNi8f7NasJHKP3/Q+WphL8rrsq8FJ/JnxGSmZVqaGxobmDZiGtkZ2S04uCIairAZyRlc0O+CFh0jUBtBP3ZGBhnnZUAYUjNZI7PgbYfjx9DTg8ztC12dUAa7TBu1LR1VwE+MFSdM3o85f5yjFvqjrtgZh30qUVM8lehX9rOqz1o8lIjSd/1TTBUVFYwcORKwV4RtbzVR2xt4Mjy67FHyC/L1Jr0Ss028TlVNlfPxY+jpQeb2ha6O5fuejO4NnTNnDgUFBY77QexMQ3QWYqWKfKSIseKESS4vIS6B+kZ/sEqojJ9lAX+Btb3XQkrLhhK2+udRdENqzJgx7N69m+HDh9sqwra3saKl69adriO3MBeWA6NheY/lLF9uKAjrMTA28Tor31/pfPwYenqQuX2hq2Mx2EcDE1V7EUUUFRWF3DdWpiGE9kWMFSeOAOlqUTdUAIYDexz2uQ14zr/s12mZdus0nnn9GUs3z2YP7ivcgXu3HFNMjVbnCJQi7NPbngZiRxFWc//Wnqo10na3g7fYH7MSEKjruc2De5H1ms0aOYsnS5+0P34HfXoQhM6IxWD3f8+TktQDQ0eZhhDaFzFWTBw4cMBYKURJ4/eHuaPnsnT7UtU+DRVMu1et/vPDfxpuTbOMvl+n5e+f/D3oPOlD01th9FhiarQ6R8OHD7dVhI1JalQl56ByBEBWelZQW3qycR3N9ZTKysosonVSI0QQYogao2I7yIOEEB5irDgRj+6pKP93udHegJLH9xsrM2+eqVyaEzGmKpLRp4vmlc8LOvS8DfOsImAngJrIhmeOSdExxdRs27ZN96yYifWCcmWVZbbGSnlVeVDbpv2GgWIW0cvNzbWURJBAVkEQhI5NlzZWLFV/gUmTJqkFrSChX/7+8OHDRqxKPPCxsc/a/1vLtDenqaKH2g1yNLY3XI2NlRuNCs4AW/wvP7uqd1n6V9ZUckG/CyzjNcekWPgasCf2lESdsnPqTtepa+s33nKX59peO/dvgqfN3v30XX3ZElfkp6lA1qYyhsxBvWWVZQxNG9rqgX6BY4qK4J4gCEIHp0sbK4E39G7dulFfX6/iUiahe1b+a8J/8fN3fq5W1gKHgQFAN/Cd9qkpHzA8K9uBY0Aj/Hrpr7n3z/caJ6kEXvMv90F5VU5Yx2XWWAF4dOujPHrVo5bxmmNSzNk++jRVBJhvkHV1dbrhUFZVZplX1t+C33hq8rimdMXCvYUU/cshkK47VuMNmDNqDjNHztTnsj0/8eB+1mqwXH7u5RSVqWMGGirQdCBrkxlDpqDe3GW5LHC3fqBfqDE1W3BPEIROTaAURFlZmf6gZp4C78hT5F3aWAn0rNTX+294ewGT5tlNl9xkGCv7ULWAtgPx8JMZP9FjW3RqgGuBHlgNFVBaKj7UVNGNwO/97ekoT043oBdgmrZd/v5yzk46m5kZMy1j1WJSzNk++jRVBATdIP2GQ+5z9sJsxTuLWXTVoqaPa05XTAfS1OJ3v/tdpuRNIf91f4ryaaDEf+ziYhJ7JjIidQTD+xteo+Sa5KDjTx46WV9eeX3k9ZSayhjiNLoIn/cOL0PThkZ0/OYQOKamkOBDQYhdoqFrFQ7hVm7vyFPkXdpYCfSsvPnmm1x11VVqJVTh4z0oo6ABunXvxpn+Z9Q/QLGpz0p/nzuwnxIaDZgN2nyaLJxoHq85JsWc7RM4TRUO5htkXV0duRNz1XhAvafu/rFOVU1jB45lh2+H4/G0qQlLuuI30NMVX+VVXn39VWOH7ijDDcjfqE684IoF3H+Z8SUaekFoQ2HysMkht9uOs4mMIfOXOjvD8NK0JoFjEgQhfGJhGrU9dK0irdzeEbWeurSxEsiQIUOa7tQTy7TNmdNn4CBqKsisUVYFnIGFExay8K8Lg4+zHfjQWF2UvYgH9jwAwAr3Cm733K5v8872MvRs683abLhYgmbXogf/hov5BllbW6umqjQqgcvRDQ2AqWumhjyeNjURKl3x2JfHjBpIp9G1afQvkXgMBEGIkFiYRm0PXatQSsB2U+AdUetJjJVI+cqm7SOMuJUAFr690N5jUoMlA+jai6/VjZUJ35gAHmObls4XloJtmHL/TvLXKSk2CnbbwfOsB/dqZVx4bg2vwrFlHrUG9m7ZS2JiIqmpqST0MVV6bERNjeGc0igIgtAUsTCNGou6Vp0BMVbCQK8NBJCECow9plbnFc1jwPkD+Om6n1p38k8jrbh+Bbe/cXuT51i6aikkquXAbCA7yfnKE5Vc0Lv59Xmc6tXMnz8/uHMNZKUZOidmzZNQugiB58jPN2T06QX8PPJxC4IgOBEL06gdRteqgxHfdJcuil1tIIA6dEMF4N7r76XgygI4y7RvAvq0yYTBExxP4fGY3CcmzbPAbKDc5bnkFOWQu8xwYxbvLKYlFBQUqArHfrxeL6WlpVaDooUUFBRY36Of9evX27YLgiB0RAKTNTTaQ9fKd8LHDt8O/VVWWWZszABcKtNT215ZU+l0qJhCPCtOONUGcuJzlIGTgAqsvYjQQbpAVpZhocy9fC7P7n0WgJIZJbrB4rnVQ79eqhxz3Zd1enZK/iUtMyqc6tWENdUUwTkSEhKC2q+++mpqG2stU12CIAgdibB0r9qBkJIM/tuGOdNzfq6NNz0GEWPFiQaU4YG9hkcQZ6M0Tr6O8rz0A4bBC397wdrPoRCiWTo+My1TX85KzyItWeX8mg2JjD4OQTKCIAhCq+Oke9XeOMXt1NXVBVV+B0hJTGGxd3GbjrE5dGljpbLS6v567bXXjBUfSuukDxR9t8g6FWRi//79XDzqYrXyGSpFtx/KKHkbfnnol/BNDCMlAbiQiDN2WhtNRKiuzoiL4QS6d6j8/XL4t1p+689v6ctlO8sYev7QDpUC11loSoE3EFG7FYToYfasmHWv2hunuJ3a2toOncjQpY2V4mJr3Me99/oF3JKBN/yNoyBjpsmLkYHKCPpMrY4fP55N7/lr1PzF32cY8DawFxpphLGmk8QBNwMvwbp31unN5uX2QLO4AUMXZjtwRi26rzTUY2f8YYYKkO0Dua/nMmfOHAoKAiRo/Rw7csy23QnbmkeCLU0q8AYgareCED2cdK+E1qFLGyv5+fksXmy4v4qLi0lMTOT12tdZ41ujt1sCXrVQkUeAM3CGM/y/Pf/P2P4XDKMF4F/AcQwBuDh0ldm7/3a33u3uv9/dpChcW+DxeHBf4zdMLgC8QD3KgPs+6j/mNSAbJWwHFFFEUZGDlH44BRpN9kyrz/2eUN6goHTrDiQ7rdGUAq9TSrkgCNEl1mqxdUa6tLGSkWGN+5g+fTq9e/fm0mOXsuZ3hrGiBbnqc35n0D0OnIE1xWus3hNQ0z31KOl68z2wEUNl9mKjeVL6JP70+Z+i8r6aTTJ8evJT9d4eQRlV2vTVaIxK0Xc2fag5o+ZQMLqAY0eO4X4iuAihhX7GYqvP/W6H3CdtxKE6kOy0RlMKvE4p5a1GssoysPtVkSKMXZe2kpwXOjdd2lhxIiPZasRoQa7mOT8Luwg2VrSb/DbgOlN7A7rK7Npla5n2hPoSPzz5Yf70UpSMlWTnIoTmm4ZZtwWA0TD7vdlq+QzW/47PA87hAfw2iHe2SoE2P9UPPVtVKK5OqG56vCbPSqvP/Y4Gz0KPPq3VEWWnY5bRzvWkpAhj58c8hWsnOX/VuVe119CEToAYK9Eg1FRHoKJsPXpw7UWpF+nNab3SojeecG8apwI2boflP1vObGar/wyzZyUD5RXSprFM3qLsjGzLYSJ+qjd5ViKZ+93/0X77DcNR9Zvs6ANZI02idh1Qdjpm8ZdUoBshp6M0ZFqq4+OUvmsnOS/GitASxFgxUVZZRlKvJIsnAqC8qpx+J9Q0EC7UzbrK9hCxQUAdHifMui0A1MB3xnxH/Vf8AlUF+hn/to+Bcf7leOATgr1JUSCSud8Jl02Au4D+sKlik7FhGvBS1IcmNEWNyjIwF+5sl+kooc1wSt8VyXkh2oixYiJ3Wa5tkKtecA9UDMopYFGYB22IwsAipcaamuaEowCc5k3pb2rbiyo42B01jRVmDaJosWn/pqC2hIQETvdXpZHfPfSuscEfwCwIQuvilL5rJzkfTcFJoeshxoqJP1z2BzZWb+TVg6/ad9CqA0digJyMwsBC4PP52H8oeDpk8+bNnHfeeSGrcUaMpsjbRoaKed571h9nBenT1NfXK+9Pf7j8vMsp2uHPSNICmNsQp8KQUb3+TZwnFrKZysrK1K/KCVQNLaFTE076bntIzgudD6kNZOLOa+/k1R+/Cg5ldzy3elSAbSRTQK2cjlxYWGjVSPEzdepUcnJyKCwsbN0BtCKB896B3pKt723VvT+Th002NvgDmNuSwsJCcnJygl7Rvv5tdZ7mkpubS+6luUqjR+hSSPqu0JqIZ8XE0leXMvfuuZHv2Ag4eThbaA5uqtjEzOyZjtsLCgrI/VYu7rfUVNXSpUvpm9SX1NRUBgwY0KGzXALnvQO9JUMvGGq/Yyt4fjSF38+++oxPaz812v3ZVeOmjqP4kmLypyohnuL1xST2TGTE0BFRHUdBQQFutztINru9P2ezfHfd6TpyX7YP8BYEQWgOXdZY8fl87N9vnT6Zu32uiklxwP2cg17IGaAsakNj8/7N+vKs12ZxVtJZjmXGXS4XCT0T4C21fuONN5J2dhQzi9oCh3pJZvfxymtXMmvhrDYaUDC692oiekVtcM6uyv9HPvSABYkLyB6eHbVxOBWghPbNZgoaR3CIkSAIQrPpssZKYWEhDz0UIFVejO4J8bzlwb06wDhZ6f/bEyW5D2oaohtK0fWvpr5afEdqeOM5cOCAvvzHf/1RX46Pi2ft7rWc2/dciy5KWWUZQ9OGBolqlVeX0++rfoRDSlxKeINrAYEGoYYle6c7TdZLmjx0clBbeVW57bKG0zVqDh6PB7fbDdth6U+XMrdUeeA8t3r0AGzPbR7ci9yQDMXXF5OYlEhqUio7fDuCPrukXsEaOBrmuJTPvvqMI18dASB1QCoDUgcYWWk46+nECiIIJghCNGiWsbJ06VIef/xxfD4fI0aMYMmSJYwfP96x/8mTJ3n44Yd5/vnnqays5Nxzz+XBBx/kjjvuaPbAW0pBQQF5eXmWSpSe5/03JCArLSton5LiEvIm58EY4B3tQKi4lECtFa1Q843OY/jk40/05clXTdbTcEv+VaK3NzQ28MIHL/DCBy9Yntxzl+WywB0sqhVkYIVg/jdbvzT40KH2UzWW7J1GVDxKhHEm7ufcekyQJWPLj9M1ag5ZWf7/hxq48fIbdWMlK934P9GXR0P+G/nWAwR8dqFimSyG9EQsnhwdvwfQSU+nPbETBHPyDAqCIIRDxMbKmjVruOeee1i6dCmXX345hYWFXHPNNezZs4fzzz/fdp9p06ZRVVVFcXExw4YNo7q6mjNnztj2bSu0LA1zOp1+Q3Igc0SmWthhatS8MU4Pj68ADrMXgwYP0pfj4uL0YNFf5/yae0vvtfT1zvbCaXRdFO8dXoamBRsCnhke+vVVnpWmasWkxKWwmNYtDe7kWbFk78TRrOwdz20e3GucjTOna9TqBOjc1J2uI7fQMCq8d3gtnpVAdVdLXMp2KP65qlmVOiCV5JRko38xeLcEnMdGKbatsRMEE2NFEISWELGx8tRTT5Gfn8+dd6oCMUuWLOHNN9/kmWeesRQF1Ni0aRNvv/02+/fvp18/dRMdPHhwyHOcPHmSkyeNnN/jx49HOszWxRwaoGUGNdp1BI44H8bsWTl16pSehnvv9Hvh59a+2RnZKnXatG6no5KVlqXHrDRVK6YtdA+cPCuW7J3TNCt7x+zVsMPpGrU6NaFLsJvHZRdnYolLqYHpE6bb96+MzVLvIggmCEK0iShX5dSpU5SWljJp0iRL+6RJk3jvvfds9ykpKWH06NH86le/YuDAgXzta1/jZz/7mZp3d2Dx4sWkpKTor/POOy+SYUaXE8C/1Wtr6VYVK2D3SgDSTfuloyoVB2IKJjV7VkhA96yUvFFCIJW+SqVh4aesrIwdO3bYam50OJwMPRPl5cExKVVV7S8jXP5+uf7/Uf5+8BjtMAtpdUbsBMEEQRBaQkTGypEjR6ivryc9Pd3Snp6eTmVlpe0++/fvx+v1smvXLv7v//6PJUuWsG7dOu6++27H88yfP58vvvhCfx06dCiSYUaX7UCRet2+5HYVK2D3SgHMYQr5qErFgWjBpIGYjJjMizODNhf/odiip5Kbm9v2+hrHmu7SLByygXROgPsqFbhqNggfeuYhx10AKk/Y/0+Gi3n/8upy3TAtrzaMEvfNbngdeB3c14aIFzJduzFjxrBvXxtLALcTIggmCEI0aFaAbVyc9e7S2NgY1KbR0NBAXFwcL7zwAikpKvvkqaee4qabbuLpp5+2rV+TmJhIYmJic4YWMWYjy/z0XlXtf2ofDVyAUq7djnW6ohuGgfIFsMq0baW/LfCyNDOYNP/OfG664aag9lbX1zB7PYoAZxszIiLKBtqOClgeDVyGXurgleRXQp6jeGcxi64Jty6C/f4a7pfcelCrJYjZZKDeOvBWnv/B8/YHMyVomWuodBbMFXcFQRCiTUTGSmpqKgkJCUFelOrq6iBvi4bL5WLgwIG6oQLwjW98g8bGRj799NN2/9EuLjbdkKa69ZTQX636lcrY6ANodlMNoIVAVGEp2MZR/0ujEnWDDZQcb2YwaYYrgwsGXQCA74QPX42a/vHh41i18dhuTl2OSiqr2diKx1ovyM+GfRscn6CdAmwjygYaDZ6FHtzXueFDo3l93npSXamOQaX5l+TbtodL/iX5egCy52YP7u+4rd4zUAHWZ4A74Off/jnP42CsmDwr5hoqHRmnirvtifm7EQ6uZFdUUtsFQWhdIjJWevToQU5ODh6PhxtuuEFv93g8XH/99bb7XH755bz88svU1NSQnKyCOP71r38RHx/Pueee24KhR4f8/HwjMHgU4K9i7njT0W5WgQ/sZwWsO01tmIJJzQG24eLz+Vi4ZSFF/yqy3R5J6nJYmD0rDRgGmemeNH3ddNbctMZ2d6cA24iygfpA1sgsZSyaUsSvzrzaajAGkNEnI8RBQ1NWVmYJaE5vTFcGaCCVqH6NkJ5sb7ADFs+KUw2VjoZTxd32pLC0kIfeDj09aGbBFdFJbRcEoXWJeBrovvvu47bbbmP06NGMGzeOoqIiDh48yF133QWoeJPDhw+zapWaE7nlllv4n//5H2bPns1DDz3EkSNHuP/++7njjjtsp4DamowM0w1tB+B/WLQVhQPHukEEOhC0m/wFAe2mJ+zrr7U38EJRWFhI0ZNFymOThPL0NBjHLV6vxMgATp4+Sf7ryroqqyxj6NnNEEgzG11zMDwr5tjguATe+eQd7HDyrDhlAzkJppnjRNqC3Nxci7GycuVK584R4lRDpaMJqDlV3G1PCnIKLAG9TaXvu5LFqyIIHYGIjZXp06dz9OhRHn74YXw+H5mZmWzcuJFBg9Tdy+fzcfDgQb1/cnIyHo+HH/3oR4wePZr+/fszbdo0Hnnkkei9i2hRi56WbCcKBzgXMXwzYF27yQcmMpkUbRPiEzhDsN6MWW4/EIsGx0TU6xS6pyf/tXxbwbHc5bnNe4o0e1bMwrimG3l9Yz3jB43n99t+H7S7k2fF6RxOgmnuVVH2GEXIrFmzePK3T0b9uB1ZQC2cirttjauPdVqnqfR9QRA6Bs0KsJ07dy5z59oX/FuxYkVQ29e//nU8Hk9zTtWq2NUHijqHgBzTukl3pb6h3lgx/c7P+eMcx8NZNDj84mM0GmJxGt7ZXgDLU+XQsyMUSDuKocQLynuT4R+r6XQzh85kYO1Afb2srIyh5w0NP/i32lgs/qYqAJjcL5mpG6fq7Z6Zfin7KFBVaVicWoFCgJT+zuUHnGKyWkpnEVCTirtClyXZueyFVujUjMRJNY8uWxsIHOoDRZuPAtbPNhZf++NrTPm2PzB1sNGeEJegqgw3hV98zI7sjOyg9YifKgODaTXPyiDU1JM/8X3VS6tYtXkVPKjWc3NzWfDAAhYuXBjeeV40FrWqxfN/Md/y3+no6WoGq1YYaVvmdPDAc5pxNGqTUbWi4qz1iZqq/6MhAmqC0MEZ7Vz2wi74X+KkmkeXNlbs6gNFnQb/X786rZnaOpPi6MfAWLUYlqHSFhwNWNc8K5+gjxXgoTsfYsHmBfq61+tl6HkReHFmAg1QnFdMYjcVb5PcLxk2Gl10nZMGnKfiwj3d7TN54ldPWMablJRESv8UFq+wLz8wYcIEe/G6S4AJatFclbup+j8aIqAmCB0Pi1c+oCTGgNQBIfeVOKnm0aWNFbv6QFGnFngEdZO9GxUYeyEwGKbNNwVTmjTCiq4tCjkVpON3PwJ6yrUWK7NmlzU7Z82uNQxMGciAXsYXyVwJ2Jb+KGVdzXbSPCv7gLXo9ZDuuvIuFmAYK9nZEXpx/DHO+dudU43dq/06J6b4nOaSnmGd0snOVpL1oeTqExISOF1/OnjDf4BC4A5T1WU/WkBnYG0gJ0RATegqdHRdHotXvgbyv6N+uxYsiMCjLERElzZW2owzqCvdHxWYejPKeBkHvESQvsjVQ68O77hm92OBdZOWBeS0DlgqATvilILdCgKslpt7gPvUM8OD+0q34alqY+rr6+09K3moz7AxuFaRNvUWKzV7BKE9iUVdnuaieeUDaXWRzi6MGCvRoieWDBnLja0bhkbJWejxHglxCdQPrm9WET/ACLDFH3thUtRdes1SErslWoyU9dPXc16KkZ5U92VdUGBuexLq5p6VlgXtWAZp69atjJswLnhDA5Z4I0EQ7IlFXZ7monnlhbZDjJVo8VXAujZ1ko9KX9ZiVk6jhMwaoD6+vllqtjrmAFsfFoG0Gy+6kd49eluMlauHXm2ZnmmLqstO2BUh1LKI+vbv2w4jCo1jCnY86jPMsd8sCIIiFnV5hI5DRIUMhRD0xJDlBxXrAUb2jxZc24iaNvg7UEfEXhWfzxdUfdm83lFY+VywyFru5FwWFi6krLIsaJseYGsKN2luocJN+zc13Slc1tJ8z5ggdCFiUZdH6DiIsRItvsJ6NUNVEt4LvAkl00oiPk1hYWFQ9eVWy2RqRWbdNiuobfbvZlMUV2Sb7ude7YZbAFMM6qMvP0rZzjI40fT5zOJrs/44y77ydXPoGsWTBSGqiC6PECkyDdSOZKZlRrxPQUEBubm5uN0q68Tj8ZCUlNThDBY7kbUHr3mQH578YVCArXe2F85A7shcS22g5T9eznKWwxXAlaHPFyi+pscKmQSdLHooGWAWFy7/rFzPWhIEIVhUUxNYdLlcMTmVK3RsxFhpLdKxCKfpxKGnGe86skuJitVYu+yq3hV0OE0J0ZXsIivLyDrJysqid+/oSYiXl0evBo/P52P37t1GQzoQD5t3b6Z3/+AxV9ZUBqk9gl/g7jT6ddJ0UcBf++Vle0PNrE57Xr0RWFzfaIoVchJ0Ckiecq+zqbgsCF2YQFFN7YFpwYIF3P/A/e01LKGTIsZKazELNT3RK6C9O3qacd5reTAa2GLtkrc6OCVO8zQsuGIBcy+yL3VgpryqPOjGHyj9XFdXpwynE+iGgNvtDlnJOBKCFILzgR4w9Y2ptv3tpn/syM7O5njDcXw1PmXE9Ano4PeK5H7Pf7wk1H/6LWr1odyHWLDQrwuzHYr/VxV/NBd+BFTRSr93xePx4L5GDJbOjs/nw+cLTjuT7I9gJH1XaEvEWGkJyablDJQX5RP/uiaEeicw0NTvNLDMtB5GvAXAH/L+QM9uPRmROiKs/u7ng+vo2BoDBShjaYta9Xq90B1y32j5tJKl6CKom388rF+/ntSM1KDxhNJZCaSwtJCH3nYoldCEQbHgL4aAHTXOxR+pRE9HzxqQpdaFTo1TCQ4R+wrGbMD5TvjUwwPgw8f+StP0kP8hSX84QnlRL+gdWJJeEJwRY6UlXGJazseqrtqIuroDA/ZppFl6IXeW3Ak04VlpBP4NxMO87Hn0iO/Bw/seBtOMi2YQAEaZAZPBlJ2drTwrb6DazXoxlf731EjoAGI/lqKLoMvkXz3ialvvTSQiagU5BeRdmGcxbPTYFr9x5PF4lKcoCVa/spoZr80AoGRGCXmLjCdC7x1eknqFZyQJnZtAA1ubchRvQWhCPTxYvlN+r3Lx+8UsmtRCKWqhSyHGikYylumE8mqH2A1/3AUnUFLrZt4KWD8DPI1Ka27h9IFmZLiSXSrl2Y4zQJFafIzH1EJA8Km5oGFtba2z4XQC9X7MZYo0j1A6hrw/8Mo/X4EhxrpZ2t8i6e+/dmVVZS3+z3P1UZVLzYaNHtvif0/JJ5L15SsHGRchMLA5O6NpuX2haxBoYGulGITQaA8PoTDXYMu/S+ZThcgQY0VjNDDRWHWvDp5GAeAG1JTPFlQshEYDkGJaT0FNLXwX56ucBlT7l5Md+vgxGxnVddX2nUx1fB77zWMMOGsA+eXN/FHYDuwwrWvG3NdR18r0+z33T3P1eBAIkPY3S/r7Y1acKpRGA7Pw1IQJE6J7cM3LZFOUUhC6MtrDQyjMD0cZyZJaJ0SGGCsa27GIe3m9Xujmd2EeM/V7FhiA8m6cj1F92ByvApBNk+m0zAS04r/RqOllmpq59rprGTxwMPkHmmmsjAYuQPemXPE/V/D2F2+Hvfv3L/4+/zX6v6wF/PwxK5ZrG2UCJb1Pn7YpPtgM9u/frzxX5qKUoQyWYyG2dSECg7pD4Upu+oYnCELXRIwVjRosKcTZ6dlGXEV/lDGiFdH7zP93H3Ac6AuswSoQdhh4BVXozhyfYUpdZoOp/X2aNm7akj5YFHlnj53ND5J/wMm6k+RPzbfWIZq0lLnT5+rr3tlehp49lL6JAVoL/pgVy7WNMoGS3tFCl9s3F6XUuBBIgBVbVhhtRVDxwwpGjui4lWWjQSQG6YIrFrBw4sLWG4wgCB0WMVYcqKioYNg3/E/px/2N3bAIhdEILEEZMmewaqpM8Pf/CuuN2ZS6zCngQ/9ygNZKIOYn1O51rXSndyIZbt9wuxq7jaNi7gZrwG9GckZQPElbYfasbN26lXHjbIoPNgNd/MpclLI/MByYBjTCf5f/tzJGG4F4GDbcpNIZB3ybZtWCqqioYOTIjmH0+Hw+9h8yMkH+cNkf6JnQk9QBqSSnJFuCoQM9Lq5k8aoIQnuyYd8Gpo2Y1t7DsEWMFQfGjBnDtp3b1Eo/lNv/bOAvgNffKQ7DUAHD8wJGMOp44CpTuzl12dy/CcxPqD+95Kfh7xgNRmMYXGZjC1ObWZ5kZzGLrmr/SH/H4oPNPVY34BdYY1YGoYv/xR+Lp0H7UBugYp/yrGzYt0Fdo7HAONhQsYFpI0P/IJg9RGPGjGH37t0dopZKYWEhDy16CB5U63dOuRNOBwuFmWOwhM6FOY3ZjDl1WVONBkhJNIL9Yvlm2VkxlyKZvm46Pbv1bDJYuj0QY8WBhIQE48k4DmWoxKNPAXm9Xrb9cxv3zrnX8Lj0B270H+B91BczUEqgmanL5ifR7nXdeZInIz9Ic9kOJb8uYWD6QI4dP4Z7ohvuQr9pe2b4U4T9Bkv+JWqh0ldpq01SWVlJxnkdMMBOiwkyTwF9gjJCGqGhXwMMBg4AcwzPytZPtureFhrgnUPvNGmsBMbedARDBfzlIL6Vi/stfzmIzR76JfeT1N8uREgNJP+DjjnI/qZv3KQvx/LNsrMSWIpky8dbYvL6SyFDB+rr66nY53+6PY2qkvwSehBudnY2n57zqfK4/AL4kf91jv91DSrINlBdNYFmFdHLzshmlGsUo1yjSE8OrqvTqtRAZmomo1yjVDpwJSrQ9GngKGSlWQXTtEj/4j8UWwXw/BQXFxsrRwP+djT2of4vGmDltSuVoQLKG+dnwqAJytDxe2DGnze+ycMGxt7s29cxKia6XC6yLjaVg7g4i1GjRomx0oUoyCmgdE6p/vLO9hobi4FC8N7m1bcnJxqpkNrNUmg7JgwysibrG+uZOHhi+w0mBOJZcWDbtm2GZ6UReDO4z6yLZ/HkP/wejvUY00GXASNQpmCggFo8cDMWw6el6De2M6H7hXssPVYHlGE1GDZ/spkfnPsDhl4QItDUj+bKzb8zn8XVSsrXc7MH95XqaTs/3++COYoyePweh4oC07RJwPGmDJ5CzLIXqIfJQyfbbp4yfIoyeLcDH8OUnzX9XsyelW3btnUYz0qnItk6XaHx2ZHPOPLZkaDuIwaNIPuC7DYaXOwSmMZsiV3zq0Jnpxv6NdcMu4YVZSuA2L5ZdlamDDd+j9bctCYmvSogxooj4ZQwT+9t8nCYpNnZD1yMcyHDBpQxowXunkAF4oagrKyMpG7qR/PYMWtebDTLrVtideJQhlUDzNk8h/TUdNJOpKlt5kBTUIGmfjRX7lVDrlJeJiB9WLohtR1XSWVlpZFl5Td8avrUsMO3g1f2vGIZ0zufvBPbxko4OBi84RDNz1eIAKcilw5csfUKtizc0nrjiXGc6iqlpKbY9DboKDfLroD5s4g1xFhpDc7CCMK0ExCLB7L8L1ACc15Ckpuba5uJA9YpA409u/bwn+r/KPl9c7p0E1hidbR07XjDPTvvm/OcA021Y/j7XjXEiCxe9cGq4Pnqo/7j+w2f3CdybT014wc1PW0iCFFnO3iLAyp8+wPdl45eytwfz4Xe8Mtf/pLuPbozNGMoO3w7HA/X2XVknOoqzV8wP6zyHBDbN0uhfRFjpTX4O4b0fhzwQ4ybcD3gwSogF0YxQ89mD+4r1DRKSUmJpdqp/uRtSq2eljfNUJ01aaKYU6D16Pwz6IHDllidBlQWSwPUx5vcs6ECTbF35c68eCZP5CsFPK3eSl1dHbkv5+rBut6f2Rcy1KdRBCsyM9S61FinK8zTGTdediNzz58LE+Hh3Q+HdbjOriPjVFcpJTWFxcsXN7G3IIRGjJXW4EvTcjzWm3o98DebfZr4JPSgxWSU3L+f8uryoDl1nYASAmAj0qWlIR8FPoBtSwJidV4CBkPR/1dE3oV5VH/uIPVviv/UXLnmH/f03ul6FpR2A6itrTWmkfpHVsiwq2KJ55kWXhq00Er4Va914zugqGZX05Fxqqsk3+fYoyNpN2mIsdLaNGKdLtGygZobXDsa8tYbXhX3Sw41jED9mOZi+ykHVigG4IRNfMRe9br6D1eHPURx5bYe5jTDcNOghVbCr3qtG98BRTVFR0aIJTqqdpOGGCutzRysnpWWZgNth5JflZC3SBksJTeVkLfOISBtII6fcGCFYqH1CNSbKStTGSYul4u+/fs672jDhEETeHrb02olzDRoDSexLic6YoxF4HusO21U/barU9QR36MgNIeOqt2k0eWNFd8JH/s/2x8UgFpWVWZcHXOA6gmalMa30C9gXcsGGkzzjBW/5olG75oQT2+DCU6dFtqcQL0ZzZsVqOoaDhav1drw0qA1Qop12dARYyxCvUe7OkUd8T0KQnOw027qSAZLlzdW9B+3AAl5S8qiWWJ+i//VXDQl00ogHb24H03ovFXVVunLBw4c0JcnXzXZInWv6aLwsf8VndI47PpgF59Xf073Xm1cl6gTYNab8d5hxDK0WCgtQp24gpwCS1poZ4yxCHyPx748hvt5v5rurR769bI+PXTE9ygIzaGjazd1SWPFrAcwrsc4ir9ZbAiVmTJnPLd61A+duZ7PF+rP66+/zohLRkR+8n+gdFhcwBRAK6EzK/Ruj//5cX15yJAh+nJ8fLzhvRkOTEd5bsahppqqgV6owNwWkDc7D+Lh1ttvDdpWXl1uWa+sqeSCfoF1BrouGa4MXW8m+xJrLENbBh+GEuvqLDEWge+xusYICM9KzyItOa09hiUIMUVH1G7qksaKkx4AYKmQnJXuz8Cxqedz8803M2nWJNDshtFAX5Q3I9T0zvnAeaiKyybVeYqBeJjx1AxW710dtNtz9z6nL5s9Kw0NDaBpxA3GEKLTppqW+t/TgyHGFA75QA94/tTzQZvcq6xBvrFSyFDoGjiJkblcLhL6JLTDiARBiDZdsjZQQUEBXq+hwubxeMLfWbti3eBPQ/5ktH8bpTNyM6Fr/7jA83MPnvs8xhQQqGUf3PPNe2x3K3mpRF82e1Y2/XmT4Vn5GIuQGx/722eGfEdhsXTUUp6/9HmWjloatM0z03r9tEKGgtAWFBYWkpOTE/QqLCxs76EJUcTn87Fjx46gl52hKnQ+uqRnJVAPICsrK0TvABrUnwQSeOLrT3DvP+9VDaaqus0OngXSetu7qTMzM23bzYaLXlRvMIaHpzcWXRaNssoyq9BaOhAPm/++mdTk1KD+c2+aa6wEhK1kpVmvn1bIUBDaAicxMime2Llw8ogvWLCAhQsXtv2AhDalSxor4VL+frmSq7dRTy3dXorrfJdhrJiq6uoeDQfcz7sdM4oO7D9gvyFc/LooOqMIMi7AnxlxytTgn+aZ+uup8D7WoF0/xeuLOXnmJHNvnhu8URDaCScxMrDGrAgdG90onZwLfVT19sTERFIHpHbpMgddBTFWQuC+0m01VDT5+n5QeqqUk/88aWw7A+xBGTfHUQG0DjL6JTNKSDqVhPuJYEG3yVdMVvLzATVyNn+yuXlvYgdwBbaftOc2D+5FbqPfpajYm9H2h8r/R3SndyorKy3rWrHGpgqfCeETKp4jUo0XQWhPdKPUr8wd7u+RpKd3DsRYCaQxYP1uIBHYgDJAJqrm/I0BX5RuWIsTgmOKc2ZaJr1P22dexCfE2xbzm+OZo4yJT2DXkV16+67Pdhk6MA1Y42AAanHUWdEDiAHeAd5X8TtJfZJsNSm8d3ipO12H+/EQqrkRUFxcbFnXijVGUvhMCE0o13mkGi+CEBNImYMuiRgrwMaNG42VMxjy+MOBASgD5mbg/4BCoB8ULy+GRsi/KV9NmZjTmzVOAJeFOHFvlDFhov5MvX2lZoDJ6o9Zbj9vXR70QOnAnMJIhTbTgJL5D0WtemUNyKL3WfaGVHZGdtRSbX0+H2PHjrW0LV26lKHnDWXYN4ZJ4bMoIfEcQqdDyhx0ScRYAWbPnm1t0AyFQRgKsA2oQNX3AR9c0e8KMjIyyK/0e1hs0pud2FW9i6RTSSqe5B1/413q+GeOnrE3VEAF0P4F1r66lmmLVD2YtVPXMu21acpQanDYL9BbFAPoT/ymeJq5c+ey4IEF5F4Z7NUxE1NFuLRreyxkr3YjVDyHk+EZaupIjBxBENqDLpm6HMizzz5rbdAqAX+CY+Dsg08+SGWNP+biBJbaL02RtzpPaZOYY8L+D6W14mCoPDj2QXgN8MFF/S/S2y9KvcgwlI7a7xuLFBQUUFpaimezkfbs2eyhoKDAtn9gEa59+yKUb20NjqI8cQBFsP+j/e05mqhhSQW+Ioeca9VrYeFCdvh26K+yyjJ9n7LKMnb4duA7IWmkgiBEH/GsAJMmTTJWzMGtJ/yvOKAOdXNKBfJgTa819Hq3l/K2/BN4O/zzlcwogVrIe8JUgLAKONt5n7GusSq4tw/sObYnZABvu6B5GMI0mLSn9OrPq+Et1ZZ1cRZpZ6fZPvHHZBGugAKVQy8Y2m5DiSaWqSN/MCNAEUUUFRUZHU3ZZLnLcqGHCmacO1KyxQRBiC7NMlaWLl3K448/js/nY8SIESxZsoTx4+2rv27ZsoUrr7wyqP3DDz/k61//enNO37q8DvzAv2yOoU0GfmjtuvyD5UafrwOHgWDx2SDSGtNIS7PRU7nEeZ+89Xl6faJpm6ap5S1Nn6st2P/RfuVheARogIqCCkaOiHyapry6nH5f9bNUygX11H5o3yF9/cyZM6xfv56ktCQ+rf1Ub//9P35PrivXcjytAGVgSYAmCcfoMvdpCM+zUllTyRcnv9DXnaoC131ZF7RvW2GZOtoO3mIV5wLWekJ6NlkyFF9fTGJSIqlJqZZrrX2m2r6CIAjNIWJjZc2aNdxzzz0sXbqUyy+/nMLCQq655hr27NnD+eef77jf3r17LXPnAwYMaN6IWxuzLEMxSv21O/AlqsaOv927RSng5k7MVQZLHyDMsiMvvvAi9xTcE7xhJzDBfp+1165l2nX+OJX/W8u0G6bFjGdF9yicAbrBsOHNqzvhXm2fZaRnJv0I6A9nNp7hhhtuUE/8E41+8/48z5Jq7n7JrRt45mPvqjayqUAZCUPThtI30f//eRR4GucYII3+qG/QGWBOeJ6V4p3FLPbaBw9bMrBO2XZpe0yBjGCNc9GzyUZD/hv2aaROn6kgCEIkRGysPPXUU+Tn53PnnXcCsGTJEt58802eeeYZFi92zuBIS0vjrLPOavZA2wUH4TaAr06fCW4MM932u9OnU3eqPqLzDelzoR7Ae1G/i/TlujM2xwmT3f/8l237V6ftj/nlqTN8eSr4fe/e6z9ON6ABdu3Zy8UXZdn21Y4T111t+9J0Hf8040/076vmVr74qoZvrboCgM23boEzcPWVEwFY+cwLzJr6fdgO35r2Lf5S/RcA4uPiaYhvMPRwHD6PvDV5uscF1BTGA9/6/7hn7E9VQ38MNWI//yh1EJ3SztGPoPf75akzxGG9ZvmX5DP1wu9yusHZEuoeH8/pkyfJXZRrHEe7Xtqx/F6dvf/6F6MuUS65M/XGMbVzW/Yxcaa+wdJu7g9w2nSs+oZGvW/gPoDF+1Lf0Mjxmhr9s9r81hZ6+r0yX52u4+rnJ+r7NzQ08lWI/99u8fH06BYfVt+Tpm2Njabxmv6/vjytPouE+DgSuyXofesC/t/N7/Gr0/XY5ZZYjuv/fAK/N07//wDxcXH07J4Qsm+vHjJLLwgaEX0bTp06RWlpKfPmzbO0T5o0iffeey/kvpdccglfffUVF110Eb/4xS9sp4Y0Tp48ycmThuDa8ePHIxlm9LgEI1ull6k9H65ePVFf1ukZ3mFvfv5DqP0woqFc+zuvfftvvaqAYjO47eVPbNvnrNpu257zP5tJ7B4s53vb2k/Uf9IvgKPwvdUHiMdHA19BUlB3cv5nM/E91MU6c+o/4NeAG372CAanqfLEP179N73/7P93RHka/AbaA5v9ATI1MOubs/jLH5Wx0tDYoAwMU5yFLd3RPS4AvU5ezUrPcJ7zbFbjPUqQV+W671wDFxGS3P99y/o+H9lMPD0t1yEjOYN39ybwy9d2Ox5n2e2jGXueUSbbfL0a+Ep5+fyen7HfHMuePbsZPnw4mz803ILauQEaTn0VdI6t+z7j9hVefVzm/gAPTjLKOGz/+Bh3vPCBcf6kgPdr8r68f+g/zC78s/5ZzS48Yh276f+h4rMaJv16q+N1mDNhKA985xsAHP5PHeN/9ZZj3+nZhqf2WO0pJjyigsjO8B/LeLtxFjeOOpcnp6lpyrrT9Vz0yzctxzJfr3mvlPP/8oOz03IfM8aifT65w62lzXP+Z3OQIaQxdkg/1hSMM473v29xrNbqTvv4sSlOb1cQuhwRZQMdOXKE+vp60tPTLe3p6elBaqQaLpeLoqIiXnnlFV599VUuvPBCrrrqKrZudf6RWrx4MSkpKfrrvPPOi2SY0WMnSlelEAiwxc6tW0T6iV9ZKycH3xNsqTn+J05X2xsKbcmZzyNIYWoKzcPglHbdSkweOllf7nfyXhXoux0ohAGf/4/67Kzac/Q78d/G51oIZ52cTje9GiTqPdyNJa067Zb/JenboVOq2wzN8wPEx8e3T7DxCThVZZSGKCsrY8eOHXxWFcX/KUEQBD9xjY2NYatw/Pvf/2bgwIG89957jBtnPBU8+uijPPfcc/zzn/8M6zjXXXcdcXFxlJSU2G6386ycd955fPHFF5a4l5ZQW1tLcrJ6Etq/fz9Dh/rjDboDD/o7PQrMQD2ZxWMpCHjgvw7Tu3tv0tLPMvofA34bcKIHUKJtGg3A34E3CcZ87gC23fw+Yy5UT4Mb/rSBKZPUU9e2f73PmBUjlRicFj8RSOAYtPdw12GGZAy0tFVVVZHQuyepT6QEicxVH/sPtadqGXLeQMs4D/zXYYaca7RV//Q/9O6hxJrSnjxLHffHVaT3S9ePo9du+U81Q55RY6j8cSXpZ6s+x748Tv/HU/TjcRrS+qljHTh0WI0BqDpWRfpv1T4HfnyYIU8M1Mes9wu4rttmvs+YoUYAsDYe83gB9fmfNvps+mQjM1+7xXoRtT4P+M+vXc8HoHp+8HWomV9Dj4QkyzRLID0S4jn5VZ3+/2m+XrWnakl74Czds9K9e3d271aelS/qTnDWr9T3Y9X1L3LjRd9T+9TW6teupqaG3r17c6a+gc/rTujj0j4zjVNf1XF2ijrWF8dP0C2xp3H+J89SGVw2GXD/3y9/yY/uuU8/X9DYTdchqVuvqE0DfVX3Jf3PUv8vJ06c0L051bXVDPmt+kwO/Pgwab3TmpwGMl+vI59/Qf+z+urjT16sPpMD/3WYIekDLe+x7vSX6nvjf39xJDqOt7NOA5l/V7X/NfN1074vZnHCvv376ttr5teEFHVr6vhN7d+Vsbt2QKtfv+PHj5OSktLi+3dE34bU1FQSEhKCvCjV1dVB3pZQXHrppTz//POO2xMTE0lMdP6itynpqBiIgHiSXt27Ne/HJB5+PvPn/OrNX0W0W/VhI+vl+inX68tJ3ZqSpnXGafz6j2gCcCF6YcRePbrRaPMv06u7ta1Xj258cfIz9n9uZMeYM3P+9fkukr5Svvljxw01tThTkEmi6X316tHNEn/iNO4TR49ahPkq/rnHtl9Sd+s169Wjm+N7M/f57kV5zHzNsQsnTvkDSZKBOHj9X6+Q2D2Rk6cNw3vNrjUkdlf/26lJqQzoPcC20Jqp6pQ+PkCNUfP8PAvbtm3TPStv7n9D32fma7eQktSbvAvzaDwd/L66JcRbrqP5HACNpw2na0J8nPX8AKPB+7820uYul+NxA69vvOm4TdFU38bTxmcaF2f07XXKNBab76y5r3EsY71nd/vvl/l/3vj/Cf6/CpeOaJi0BE1RWco+COES0TekR48e5OTk4PF4VDaGH4/Hw/XXXx9iTys7d+7s0kqYMyfM5FdEZqwMGjJIX06IT+CMrQul5ZSXl1NaV6pW4gFNgmav0x72FJYW8tDbRk0a92ojMyf3udaZTlm1bBUsN9bdblMmilMJg2hRA//9wn+r5dFAd8h/PThDxq6tWYXW/O/FrD+z9RNjajUhLoEtH28h78K8wD2jQx/IvsRe2ry2NjolGYTOh9frJambYeB25fuAEBkRm/P33Xcft912G6NHj2bcuHEUFRVx8OBB7rrrLgDmz5/P4cOHWbVqFaCyhQYPHsyIESM4deoUzz//PK+88gqvvPJKdN9JJ+eTA0aMS31DgDs8Dvg2cBCILG43CLfbDdcAY1HTWk8b2yoqKnCdH96PS0FOAUndklQ6cQCeGR769VUxIseOH4taeuvMO2byxKdPwHNq/dlnn1X/l6dR7+NuWs9g2QpvlPk9G58D5agK3P2BMVB8XbHuUdEwe1bM+Hw+9u83vFJlZWUWl7kTEwZN4Olt6gOrb6xn4uCJLX9fghBFsrODDdxo1RsTOjcRGyvTp0/n6NGjPPzww/h8PjIzM9m4cSODBqknf5/Px8GDB/X+p06d4mc/+xmHDx8mKSmJESNGsGHDBr7zne9E7110Acyeldc2vKbHrLx16C0VkzEWGAe8RMReEAvJcNctd/HsR89CP5R3xe/EqelTo6ZzMkIdQOHq4+LQcUPILSEugfpGZWRlpSmlWoDqntW2+zeH9Ix0NW3nx6JMHE/khkoG+nsvqyqz/7ZofbRqAN8AbkAF+mahMneA6ZnTw54LDqyUHK7LfMpwI3tkzU1rWs+rEmOEMu4S+jR/mlSIPhv2bWDaiGntPQyhA9KsidK5c+cyd669pPaKFSss6z//+c/5+c9/3pzTtBm7dplEwno59zNTXl1ucWdGwp7P7GMpwmXQYMNw+UflP9SNUdMFGUzLjJXRKEMF4DOMgN14yF2Sq2749vpfQQQ+6bc1Bw4Y2So0oE8F7TmyBy4FzgH+rQyRpKQkDn16SHlDQOm0mN6n49SV1meLen33p9/l1U9fhTi/gdYr8vddUFBAXl6woRGJy9xsuHR2Qhl3c38m0v/tzYZ9G/Tl6eum07Nbzy5jSAvRo2tFdTlguTFkhbePe7W72Sqj09ZF78nimxnf5LkPn7MtttgstoPnWY96f2eZ2ueA525VdNDtdodlsJhvmEWTi5izaU4LBxcZWrQ73bHUfJr22jTQMp6zTIaIOcNFE5bz43nLYz9dVYwy6PxqwtdnX6+MFZpvoIWqbiwu82AKCgrIzc3VY5Q8Hg/9+vWTeIgYoU1jqYROi1RdDsShhMyq766yrHtmePDeESDU9h+HY75gXV1709pmDc2OK8+7UsVk/B1YQ8u8KgA1apomiH6qPSsty3ITB9i0f1OTh716yNVN9gnnOJHw4osvGivaFFAxDDs1zCL6duOFN1I6p5T1j6+HO/yNNajSCz71sr0moKpt+9Czxcy6LyuvXxmFdyE0hcvlIivL+HyysrIYNWqUGCsxwoRBRg0RiaUSmosYK4F8ad/89f7WootZaVlkZ2RbO53lcMyAsIyLBjQhhRopjSjdln3RPawjg6yr730aWr1Yx5/Zay74ZzZQZv1xFiV77bV3IiYZRl0zCrPWGwDfgUkXT1L/+f7xDDw1EFeyi6tHXm2NxzGlS5d/EGEhRGDysMlNdxKETk5XjaUSoosYKwGUvN6Cm+V/ojaMIPbsaVmcS1QJEN+97NzLmtzlwP4DKiPnEZhw2QT27VOW1bufvqv3iY+LZ+3utezw7aCsskxvL6ssUwGuLsAF5Z+Vq2maUIyG2/9+u5r+MeOCpR8sVRlD/vH8dvZvWfTaouBjmHBfLQX5BKGldKVYKiG6iLESQGZmZvN3Pitqwwhi2vdiKII+wINjnvpwYsjQIXpmUUJCgi5kdvm5l+t9GhobeOGDF8gpyrFUIM5dnqviSgqAAnCvcystk1Bsh5IpJUFS+wAlM0pUmrd/PD269+CB6x+wPYzX66W0tBSv1742kyBUVFQ03akLItdFiCYSYBuK4djK1ANUVVdx/EhAgcXPWm8oq1atYuZNM1vvBNHghHqV7SwjqXsSdafrVHZNH79npQHoBvX19ezbt4/k5GTOOXGOmo7pCXddfBe5A3NJHZBKQq8E3M/7AyZv9ZAUl6RneXg8HtxPNOHpqIHM/plQhaXGD0BmWqaaOvOPp7GhkZrKGvoOCtYwyc7O1iW9eSNos9BFMU9ljhkzht27d3POoHPacUSxgdlAkesiRBPxrIRiGvqNbuun1sKLK1eu1G+eOi87HCfs6kshMIrKWlKfP6ttRQspUrYDRZB7aS45OTnkXpoLRap9yNAhSpTtF7D1va0MHz6cwsJC3Fe64XfA4/DszGe59apb+esrfyUr3RQwmZ5Fdnq2Eew6ICuo/EHExBE0HkEIxMk7MPSCofqy2VPY1TErKst1EaKJGCsBVNeYomEb0IMsPQc9ln5jvjOG5zc9z4pXVhiN33A4aEDNurc+cS5178TM9TP1mI1p66bpy49veVx5JnphGEXJ6NtxYQkUNaPX62kq/iNcRmNk06DSfZmDMWXjz8jRfugLCgoo2WjECJVsLKG0tJSCgoIoDagJAsajcyFKEVh+Z7skgd4BLb7KjNmzonkKBeu1k+siRBOZBgrgxV2mdNd4lAEQB29WvGmZTpjx5xkA/Dj7x0bjWOADm4MGmIQ/2vwjS4HAsEhBr60DxvLGoxuVwTEAI/B1NDCx6UPq9Xq2+F8tpQ+YC81mjcyyrcyr4XK5yKw3YoQyL85kyLlDgACjsS2JA25GGZjjYEPFBqaNjKF4IaHVCcc7YDZwtWKSooFjvXZyXYRoIp6VAG7JvMVYWYvSMIGgqRzPDA+lc0q55WJTfyf12wDPRkJcgmVaRyfUk/wXxuIq9yooBAqhcFyhipWZAI/97jHlyRiGvp1C4z14brV6hzwzPGr79hDn7WpoSsD+v+8ceqedByS0NZF6B8w3aA2zamtXxe66CEJzEc9KANUfm57o96FUam2CbLX6NgeqTZLuDtMtpFlX6xvr7YNxB9m0aZjMyq+f/XUVvwFcPvxyZfgMgGtvuJZ5R+epMftM+/oNLXMciPYeLP26EprxeTSgvQHlQfMbLOPPG4/vhI/9n+/HFlP9IPBPrUUR3wkfvhrjQ6o7XWc5t1YqIGib0GzsvAPhILLygtB6iLESQN61efALU4NWBy3AEHnrk7c48+kZPvv8M73mjGPQ5/etq5MHTWbTXhu11k9QU0l2mFRj//nhP/XlP/7jj/ryniOhtViqaqtCbg/iWGTdOwoH9h9QBsYjQAPsn7mftNF+i7IRVQxyMHAQpvxsCo9ve5yH3n7I/mABZQeiVUFao7C0MOS5HWsWCVEhEu+AyMoLQushxkogZzCMj+GAVqswIP11xmsqZoVKVMaLNn0QSCWwGUvg6X+P+282YWOshPI2a1MTwMxbjRTmeeXzdM/PtPWhYytWvh+B/PtR1PvSOKbStat8wQZPVXWERlArUVVZpVKV/VgKVJoYMlTFxXAG6BYQYBuHMlQ+Bj5STQU5BbiHui3aL97ZXjhDUEaYYw2hZlKQUxB0w6urq9PP6/V6LZ4V8xiFtiWwcKfIygtC9BBjxQ6tjswg9ABbGlGehv7AUVh05SLqE+o5duIYv/7Dr9WNz64a/TKCDJ0Bve0CVprANA20dt1apk1RhslTY57ivvfvA6DkphLy1jk/yc0aOYsn//pkeOfrj9UA66fStZ9c/GTQ+1m5MjZq4Kxatkop0/qxq1wMfs8KqP/+Btj4xkayvp6F57BHvbexwDhUrSXA1cdF30SrBkt2RraKBQqYRnOsIdRMXH1cuPpYa9zU1tbq581Oz9YLNsZiIGNFRQUjR45s72G0CSIrLwithxgrdmieFfO0zDGUPLv/Bv7AMw8oAyURXVzM4llJwJgieCkKYzqBPhV00TeM2kJTx03VjZW0Xmk2OxpU1VSFXNcory5X18D8fo7BmFvGUHx5MfmvW+c+Zs2axZNPhGkEtSIz75jJE1VPKAMRv3icO9jLMWToEPV5/QI4CrNvn60+x8nACAwjbZCS+k/qlRQUD1JZU0lGYkbgoQXshcG6mt6GyMoLQnQRYyWQbhielX1AHWoqqC+6PDvdgDjlgj928hh56/PUPvsBrThzHOoGqHkoTHxyIKC4TjicbrrLi7tfDLldU4TVcJoWcq9yq3HPAZ71N/aDGZtmqCmngGK26WnpTQ+uDUjPSLcUIjRX4g1Ci0HSPuvRgJZFrU25fQK5y3JtA6yLdxbz4KUPtnTInZKuIAwW7QrhgiCERlKXAwnM6Kn3/9U8DZoHpVFJsWdmZho3PPPszhmUJyYw2wQYNCRU2k/zuWXELSG3B6Yuzxo5y7bf02PVvHtgxWLPTI+K1QigvLrcWq1Ya68yMmOqa9tJNyVctvtTuU8Df0d5w/wxRN7Z3qD3nX9JfuARBD+dVRjMnO0z64+zlFaSIAhtghgr4dIPXZ6du9GNms0HNht9+mD9AYvHMGRMNMuzEgZpvdNsjSONwNTl9GR7j8jdN91tv39alorVCMC92h2UFQPgfs7w5DTl9Wl3avzxJo3Am1gE+7IzsoPed0ayTAE5EU7qb0fUIQnM9mFw+41FELoaYqxEQv+Av8Bf//1XY6UR6w9YA+F7VtKx9U7o2AXvBnBg/wHlzflV031D4dns98DEoWTnTQaY3U1GF5crBM/NhvfGc5ux3JTXR+icmA2XQB2Skr0ldrvELBMGTdCX6xvrVcaYIAhtghgrgURYdHDcOeOMlTiMH7BuKA+MjWfFlhuAqf5lO+9Iiv1uemYLUNun1oirMePXS3l2+7OWZqd59+Re/mJBWmbMzeieJPPTpYYuLuezZsOYPTlpvY3g3/Lqcnb4drDDt4Ndnxnpxbs+26W3m6eQhM6BnQ5JR8IcNLvy2pWRlcsQBKFFSIBtIE4qtA5cPeRqY+UE1h8wB0Plsyob+dqXUUaKFhMTaOgcBM5Xi3/e/Ge9efIVk+Eu1Tfv93lGXI3ZYPEfZ8HbCyynfO/T92zHp+uONGKVn8eqJdFcLDokp4zFvHV5tsGsQuegM+mQTB46ub2HIAhdCjFWAonQs2LBnLFjrmQckFH8dJHNzV7zpmjZRoGGzivAvWrxJz/5id4cnxCv9y35YQl53fPUOMxOlOM2xwMuO/cyCikMatcrysZhGCr+9xaNlEzPDA/9+qro3Y8+/Yhpi5RmzNqpa7ng3AsAOPblsaDsJaFjIzokgiA0FzFWAonQs2JLMnC5aT1Abn9dz3UqYNdOzl7zrGhaLxpXAP9Wiw/Me4BFCxYB0FDfoPfNHODPTDJ5K8hFz+pJiEtQc+1+nJ4Odc/KaVSRw4+BG227NgutrhJA4ldGmeaLUi9ihGsEEH7VZd2w0tDibD6OwkCFVkN0SARBiASJWWkNRgNjQmzvh5q6MdMLQ6jMLtZlM0r+vgjdUAH43au/0/ua4z90PkM3wMyGSlgEZMaUf1BOZWVlZMdoBfbvNwyUCZdN0L1Smyo2WeJsNh0QLQzBYFOF/D8IQkdFjJXmkgxlZWVUV9t4ALYD20LsexooDmjLJliozMxU47zko4TZXHDX3wyrx1Zqfy96vZyV17dMFt99i5tHlz0a1G6uNGwbGHsCdn1gGFLlH5SzY8cOfL7mlXweOtSo5ZOQkKBfr3cPvWuJs3nv3/YxOULXwWygzHptVofLQBIEQSHGSnO5RBWxe/FFG/2QGuBd03qAjeC51WMpuAdAWRPnS/X/HQ2cBxT4X90d9zAoBI7C5GEtDAqcBcvjlgc1u1e5bZd1tkPeNYYh5b7aTU5ODoWFwfEy4WD2rNTX1+uelcvPu9wSZ3PZOZc16/hC5+HdQ8YXsSNmIHVGfCd8etbfDt8OyirL9G1llWWWbTt8O/CdaN5DjdC5EGOlueyE2b+dzS23OOiH1JiWAwyTQHE2AL4M87zbYe2UtbquSclNxpOiedmCgzhdpDgp2HpmemyXdS/LN+Gx5x/T23/90q95/s/PM+7Gcew5sificZg9K1vf26q/t8nDJlsUaCcPkYyNrs7l5xnBYx09A6mzUFhaSE5Rjv4yVwrPXZ5r2ZZTlENhafMeagQHkqGsqqzDGYsSYGsmGTjbYVtg4G0y/OA7PyCtT+jigVEjgaCaPGHjD9gNnKKJVMskKy1Lr/Ab2K4vmwwx93NulYrcG+Z9OE9vv3fXvcbO5mDgZqAHA5+A8rJypffypmoqLxetlq6O2Zu48vqVkoEUAxTkFET0ObiSm/vDJ9gyGnKfy7XdZDYcNRZcsYCFExe28qCaRowVM6OBiQ7bAqdb8uH/vf//uOFrN9j3Nxs9w+y7REQKatoHmLZhmr5sjlOxjVkBVZCwf3Ahw9ZIDTYbCEvHLmWudy4E2DclU0sYmDYQsKYut4jt4H4y4P3ZVFwWui4tngYVooKrjwtXHzFA2o3t4C32kpSUFFb3WDEWxVgxsx34CNs6N5zGarAUw/LblrO8dLkhZPYf03bztMt3ozC254Fa1Cemja8YSt4o0Y2UkptK7A2WfsFNgHo/FxJVJU6zgTD3+rkq5fpKa5/M1EyGuIYA1tTlFjEaSh4sIW+S8f49Ho8YLK3Ihn0bmDYiCoamIAhtRw1kp2fbesljGYlZMVMDOGXmBorFVYL3Di8lN/vjRE5gndIYZNqnwbqrncx9SYlDvIkmFncSNcURInP42DG/cEsCYVWEjVYxtvIP7KdbPG95lLeqLegDmVmZlqasLJvYIKFFdIT6PuYAbEEQOgdirETCUevf7IxsMtP8N8jtwGpT34+xKsCasJO5z8zMDGrjKKow4SPAYZvx5Funfm7/y+1qIR5Vz6cJgyVaxdjcV9t7L7JGZqlK1DHG5o83N91J0KmoqNCXY7W+j0V7Z8IE9u3b146jEQQh2oixEi7HMAyHpwn2tFyOHkcCQAXK2DgD/NXa9bJzw0yp7Y9RmNCuDMBKawbQpPMmqQXNSBoc+vDRKsbm9XopLS1l/eb1lnanAF6tYGFrR5k7PWHP2TQHhge3m/VizJRVllki5gEqayIXx/P5fOzYsSPo1Vy9mdbEbKCMGTNGv/kHVh6OleyaQO2d4cNtPmBBEDosErMSLv0wDIdugEulf71R8Yba3kO1cSnwCdb6Pu8ApuLMdjL3u47sgoyAxqMYhQnrgYFYzcuRsH7ben2155GeakETRvs49FsKWYztBPC5ab0Syt8vZ8iQIUFds7Oz6d2jN+veWGdp17OBAsh7WRUsXHDFAr436HuhB9kCJkyYYNueEJdA/aBgNV9bjRjsI+SLdxbz4KUPRjSewsJCHnrooaD2BQsWsHDhwoiO1doMG2ZEhZtv/rFa3ydQe2ffvn1isLQXyUAf9fuYlJRE3ek6fVNZZRlJ3a2Bna5kCbhtbXw+n+U7UlamPhuXy4XL1TGuvRgrTtShnr4/R335jmEYDg3AVH/6Vz0qRgSUkRBGwoGdxyFvfV5wYG9/DOn9o8BXKINFYyQs+2SZvlryUAn83D++tbTMa7IdeNu0vgzcy9zM/8V8x/+a/EvyWcxifd17h5ekXurHynzDL/leCQPTB+JKdnHsiF2BJCtVlVUcrzqur4ebkpyQkMDp06eD2usb65VBOdba7pnpsRosfm+W51YPSd2TLO8h/xK7KOzQFBQU4Ha7yZ2cC32guLiYxMREUgekssO3w3G/9vgxN3tWnG7+sVTfx6K9s3WrGCrtiT+r0i49NpZTYzszgQ9Kubnqc4jFByUnxFgJRPuNSwSmoeJQ3CjPitlwWO/PNnnObRgrccAm1I0wB8fgUvdzwU/wM4bOYPX61cH79A/4ayYOdUMN1ICpp+XTO6NRMS+rgJmqyXOzhyFDhrB4xWLbXTL6WF1D2Rkq4rz2VK2lPXOAkQ0UjrGycuVKnnzkSX093Ayf+nr7WkhFk4uY8+icoPastCxrcUntOvog4/wAt1cNlH1YFnSMqupAaWIDl8tF37599R/z/H+EZ/C0x4+52bOybdu2DnXzNxsuQjuwHdirpofDSY+NldTYzkxBQQF5ecFe0I7iVQExVoIZ5P/rry/DYIxKxmbDodJ/czPHktQBf/Mve7E1VryzvXAachdZnzDuGXsPq+9ZDe9j9bAUo6aeElA3T3Pqsk3wbtTo43/FA+eopqyR9qJwrc2sWbO45QZDKbiurk5/MgjF1q1bGTduXFD71YOvdt4pMM37FXC/4mb+gvkWo7B4WTGLHwo22lauXKkM3VAE/JibPU/e2V5bN3l7YjZcBKFJami39FhJp7enI033OCHGSiDa9IBmCHyM8raEk9VifpCvte+SnZGtNFsCSOudpr7kJwM2VKL6d0MZLWatl1JUAcRw6gPZEKmCbXuRnpFO2jBDKbi21uHiBlBTU9N0p0DMnpV44Hvg+aGHIecPYfFywzjJvyOfm/JuAqzG06xZs3hy9ZOEJODH3Ox5ys5Q8T+CIISmoqKCkSNHBqXT9+zWM2ZiqYTo0WWNFfOcvE4yKrAUlNHwOirLR/OsmMmAqlpnl78Tlb5KKj8NziTZ+uFWm94mBqB0Vsy8BYyMeAg6dtNRoSivLrd162pBc3V1dSrI+ATW2kjNwHxty6vK6XfCcHno58E5gweaqWBr9qzMATIgKzsryIDIyMjggvMvAKzGU3paeuTnFAQhLAKz1Hbv3m2bTi/GSuejyxortq5ts9x+ErAP+I5/PTAuJB9WfbAq4vMW/6GYxY8ETx/c/sjtoXf8PvBExKcLiec2D+5FwTf0/R/Zp/y6V4eRLVMAbPG/WsDK941S1bZlAQpCjwnUNAtA7pVNTxnZYjJczE9v2rq4mwWhbbHLUptwagJPb3saiK10eiG6dFmdFVvPynZUjIgdgVdqF8y8eKbj8T2bPbbt+XfmU1paytpX11raV/xiheOxAHgh9ObmYFv9GZhw2QRDAM+EZ4Z91WXvbC+lc0rx3uZV1aC3N39MmhbJmG5j9Lal31zK+uvWW8ahVZ32zLC/zqBSqrOzs8M+t5MSL1jF0ADe+eSdsI8rCF0Bn89HWVmZvl5WVhZ1HSG7LLVYTacXokuXNVbMFvqjjz7K0qVLQ8vtB0jmswfSezu7/LMutjcEMlwZjBo1iotGXGRp71fvVMDHz2ehN0eThIQE2+yjrLQsFXMTQHZGNqNco8hOz1ZTVS2YAiosLCQnJ4cZk2fobXOvn8vfS/5uGQc+wGet+NxSnJR4wSqGBjB+0PionVfoeJgNW+2mXFkZuVBgZ6KwsNAS+J6bm0tOTg6FhYVRO0dTWWqxlE4vRJdmGStLly5lyJAh9OzZk5ycHN55J7ynzHfffZdu3bpF9LTbFvzkJz/hxhtvDN0pUEE2ymredmll7UV9fb2tZ6UtKCgo0KdvNDxveci/I3JdEx3ts/O/p13Vu6zb/b93v175a9vdy6vKGdhnoKVtYJ+B7PDtYIdvB2VVZSqGJrn5Q2xvAqe5hNCYDVvtply8zMkt2zUoKCigtLQ06FVQUND0zs1AstS6FhHHrKxZs4Z77rmHpUuXcvnll1NYWMg111zDnj17OP/88x33++KLL5g5cyZXXXUVVVWRB6Z2dvQKwT3beySw9b2tjNsQnPLbFuhaJCayRgYHuIZLRUWFyqJ6BOUduxvyVudZ5fanAS/BvTvutVXctYuZCRK30mJ1YhwtgwKCixJ29iyKTRWbmJntPHUbCV6vl6Ru1mDzlNQUS8ZYV6MzpMcKsUvExspTTz1Ffn4+d955JwBLlizhzTff5JlnnmHxYucvakFBAbfccgsJCQmsX7++2QPukGhTSIHeigtROi4fmyoEx8DE3NALYltUq7y63DYbKNBjUlZZRka6X8xNK5PQHzzTPbh3mgwQv55OyS0llsKQGoEKtoFaKHrq8omgXWMCuwyK4cOHd4ksik0VRoXzWa/N4qyks6LyHrUSE2YCxQ8FQYgeEd0aT506RWlpKZMmTbK0T5o0iffeC64krLF8+XI++ugjFixYENZ5Tp48yfHjxy2vDosmk+8vgFixT9043vr0LVUZeSxwM2w6sMn5GBoXAiH0zNqL1p5CMN9wwJ8BVAAUWLOB8lZbb0K5y3J5/I+PqxWtTMJRf2DxJ6aOfj0dvYJ2AFnp1lgdLUZHe0UjVqc1carzE6tFCaPJu4fe1ZdjqUq0IAiREZFn5ciRI9TX15Oebg0sTU9Pdwwu27dvH/PmzeOdd96hW7fwTrd48WLbgm8dEi1Q1f9kP2y4unH8o/ofhvBcA7z37wBj76h/Xy3eYjgwneBA37bAP5b9H+3n4qyLgzZrUwhXnXtV9M5pmqaZ9dosenY35sc8Mzy4r1RGilnS+9gXxyyp2N47vGT0zqCwWyH8wngfgDXmqKV1lGIcpzo/XSGL4vLzLqdoRxHQeQ0yQegKNGvSIS7OKjrS2NgY1Abqh/GWW27hoYce4mtf+1rYx58/fz5ffPGF/jp06FBzhhkbaFM//id7zbPyzbRvGpL+8XDZOZdZ93ka5Y0542/7Bq0rr+9EA+AB/g65s3L18ZuJ1hPrJwdM7o5BxmJCXIIlVdicDZSdbng5AlOxszOyVb0i7V/Trr4StChY2nfCZwTYuqzTUmaF4LLKMnb4dlB5ou0zRsKp89NZsygmDzMqi668fmWnNMgEoSsQkWclNTWVhISEIC9KdXV1kLcF4MSJE2zfvp2dO3fywx/+EICGhgYaGxvp1q0bf/rTn/jWt74VtF9iYiKJiU0VWOkg9EcFzc4DjhqelSvPvRJeQo9Zmfxfk637xGMYKhcCX8di3LQZXwO+q85bP7aevTYuiJY8sZoNlOsnX8+e3Xs455xzLFWR6xvrGT9oPL/f9vtmnaM1KSwt5KG3H7IVqTMH5mrxLvO/Ob9NxxdIV86gMBsugiB0LCIyVnr06EFOTg4ej4cbbrhBb/d4PFx//fVB/fv27csHH3xgaVu6dCl/+ctfWLduHUOGDGnmsNuYE8B/gPOszVWVYWY1acaF6cn+s+rP1NSD/95fXu5/Cm9EeVYaMOoBTcL4pPahjJe24jws01Wvv/96UBdtCiHcmj1mBg0xXCgJ8Sqeora21uLtWHn9ymY9+ZdVltm2R7MmUkFOAe7z3bq+hHlayq5AYUpcCovpuhkjgiAIzSHibKD77ruP2267jdGjRzNu3DiKioo4ePAgd911F6CmcA4fPsyqVauIj48nM9MatJiWlkbPnj2D2mMObfrmc6ACeA940Npl1YpVzS5YsHa1VcFWr2PTgDJq7vb//QtwNoZX5T/NO1+zOQRoYrLxcN3I63h+3/OWLi2ZQjB7VuobVDzFOeecY+kTzhOxz+dj997dlrbcZfYy+5HWRAqFq4+LvvF99bpN5kqzdgUKm2PQCbGJ74QPX42hzlp3uk5f1uplmXElu3D1kdReQWgOEU8oTJ8+nSVLlvDwww+TnZ3N1q1b2bhxI4MGqSdkn8/HwYMHoz7QNkWLGTkNLAcuAO4I7jbz9uZrNkybYa0rU1JSohbisQaCHsE6/fMJbYspRGXltc3zcITC7Fl5bdNrtvEU4VBYWKgH3eoUw+zG2UF9Pbc5S/QLQrgUlhaSU5Sjv8zaO7nLcy3bcopyKCyNnpKrIHQ1muUXmDt3LnPnzrXdtmLFipD7Lly4kIULFzbntG2HFjOiGQgOWnfpGQFxOgnAt4GPmz7FgLQBlnXtaZzjKENJ86zsQ8W2DAEOAPY1BtuEyUNbd87fbLhESkFBATljc8j7jhFA6X3FS0ZGBsufWG7p61QTqSPg8/nYv9/4JygrKyMpKUmJ6fXvG2LPrsP+/ftJS0tr9fMU5BREFLDrShaviiA0ly5bdTkkWswI6NocjpkkZpJQQaHjYNN+Z90Un8/Hnt17LG2W6YF40/kaUXEtFUA90D2McXRBXC4XmfXWqcWwyzr408MP7D8Q3UG1AoWFhZa0fi1WZsGCBdz/wP3tNax2x2zATZgwQRe+a01cfWRaRxDaCjFWnLgbeAa4k2BDxa9Rt/+jADdHI4ZuyqfOInmBNxwIqA2kGUhgZATVRzB2IXyOol/jyVdNhhaUIGoLCgoKbOtIdXWZ86FDDdVls/CdIAidAzFWAmlETcNoqcOBRkIj0BcYCuMvG6+MGW02KA596uicPufghN2URUlJiboJpQAzCc+TI7Qc03WOj4+HJopftzeh6q90Zbl3s2fFLHwXKTLNJgixSQxUookN9B+oMyiDQ/NopAR01AySwXCm8YxhqGj4r+iCd5xLC7hcLjIvDsiGykAJi6Vh3EADawkNoPUq+/YyFs3CZmbKq8sd04HtqKysZMeOHZSVWfeprq5uxgBN4/jAJLZWVsaOHTvw+Xwh9giB6Ro3NDTAsRYNTWgnzJ6VrVu3tihQW5taA6OicmGhBMcKQnsinhU/5h87wNA4+RyrgaBN9ZyGbnHdOFN1Btb7t90GPKcWPW95LAJhTZG3Pk8XFtPpD/zI/1eLm/lb2IeMjGxUejbgXuW2rz7s0O5EcXGxKm7ZHUva95IXl3B/hoqv+OjIR3r7niN7ONnzJHVf1hEK99X+65oMud9TN5Y5c+Zwbd61ln5hGVb90T/rTX/exFWbolgyQGgXgr7LESDTbIIQm4ix4sfs+iUO+C9UzMrZAR3jUAbLBFh03yJ+/t7PdY0NGtCXs9KilHGynraZFiozLa8EfhDcxTPTQ1JSkiVFMxT5+flMmTKF3Cut/Vf3WM3qotVq5ZTRPm39NGUMnSIkXq+XpG5JFO4tpOhfqu5LEUUUvVRk6eeksxKEX45/yNAhtu2bKjZx40U3hncsoUMj02yCEJuIseJHfxrrDtyFMg7igFqCp178U0EfnfmIaFEytYS86/PUub5v2lAJ/ME/rnpUBedLo3ZaHc9rHl2YzvOiB/dbwV6hrLQsI8U6DDIyMsjIyAhq//VVv2bAgAGcPH2S/FeMiNbHrniMc13n8tWXX3Hn43c6Hjc7WwmsLRy+kIIawx117Mgx3E9YCxkC5D5uNVqClIczgDOwde9Wo+1C9MyrWa/Nsoh/CYIgCG2LGCt2mL0Y5Sjj4ASqxo8WgBkPF/W+KGqnzEzNVF6ZwBgZgCqMaalWSl3OyjI8QVkXZ8FbrXMegHvfuNc29mbe2/PC8qxoBKaOVidYY2GyM7Jt91u1YpW1wW8v3f7O7UbbYJQHze9dmffneeENShAEQYg6EmDbFFnAdqAINS2k4YHtm7erm5m/4i7x2FbftaO6ynpj3bVrl1posOncySi5pQTvbG9Q+29G/YbSOaW6R6S1CFIeLgYKYcX4FUbbxxjVmoHHrnosrGNXVARXpRYEQRBahhgrTdEbGE2w3L4bnkt6Tnk6CvyvXsZyqOBan8/HkqeWWNr0oL4wvQodmcy0TMPrYcq++enNP6VPTZ8gj8imCmeBveYQpDxcCfhgwoUTjLa9qHILqEKKP/zmDx2PZzZQxowZw759+xz7CoIgCJEj00Dh0AdIDGgrVtWm3c+5jamZLwkrG6iwsJDVL662P5ddtk066pM67F/XMoPSsTz9R8QJKH/f8P7oVZ/bGpOuiaXqsinzdNZrs+jZvWfbj82vbNtUIcVhw4bpyyJI1nmQQoWCEDuIsdJcKv0ZP42mtjCygSp9lYwbN47HHn+MefcbcRCrV69mxowZ9r6ufJQH4lnU075WO2hWC8a/A9xPGsaUXvW5rTF5VixVl01lghLiEnjnk3fafmxhYvastESQrDPQmUTVCksLeejth2y32WXELbhiAQsnLmzlUQlC10SMlTam+A/FLH5kcVD7li1b1EJA9izDUanEZsNEqx20ErgFw7MzjPAZBd7FXv3psK6uziKG1WaYPCta1eXa2lpVXXqsaq9vrGf8oPH8ftvv2358YWD2rGzbtq3LGirQuWoXSaFCQYgdxFhpY/LvzGfK5ClBhsF//vMftTA4YIdBqIykz/3rmoJuoLotwHcjGEgfyL5EpQBDQCHFdsJSddkU9rHy+pVMGT6l7QfUDMyGS2sT7jRFXV2dCvw+0fpj6kyialKoUBBiBzFW2pgMVwYZqcHaI1P/ayqr316t4mPMHAduR3lPAtVsZ2HNHtLKBFT615NRxzuKqmcUIJESdENLBmqgqjpAh8RPVXUVQ4c0Xx1UY/Mnm7llwC1h928qZqSrEtE0RQGwpdWHJKJqgiC0CmKsxAJxMGPdjGC5fQBzKEn/gL/aNJAW5xIP/BN41b8+GpjofNqgG9poYAusXLkyOKAY1f7QQvubYyTM8czh2NFj6knf5jxCeIQ7TaFP8bWBZ0UQBKE1EGMlFkgCT4FfQbYnRnzKSpRi7R0oz0qxv10Tfa3CGuD7Ksq4mePvux2VgpuHrWfFOzsgZuUJZbzMmjWLJ1c/GTTMWbNaEtFrogHmPT1PpWmPi84hY50N+zYwbcS0qB4z3GmK2tpaoySEIAhCB0R0VmKBLyFrQJa6oZhnYKpQbZpBUokxxWNHBWra5xxUbEuNf//+BBkqoBReR7lGMco1iuz0bNUfSE8LLCUdut1xOE4CafHw2N2PwaiIDtfh2LBvg748fd10SvaWtONoBEEQOi5irAih6WUslleX21YyLqssY4dvR9C2MWPG2Bosvxv/O3747R8Gx+e0kKoqa6xNWVkZZWVl9p3bgK2fGLWGEuIS2PLxlnYbiyAIQkdGpoFihPLqciXyFmtxBRf4/x4F9yq3rWidHvsSoL6bkJBgmx1z5blXRneMflauXGkdl5ZxFWY9peqqaqvnqhLopgofDj0/8sDiCYMm8PS2pwGVfj1x8ETL9oqKCkaOHBnxcduUZCirUlopIMJogiC0D2KsxAjul9wqFmVJFA52Amssi/+mSx8i82YcBf4OlAINsHzjcrKysvB85LEU9nvsqsdwX+Cm7ss6chcZQbv19fVtWitn1qxZPPmkirVZ/cfVnEk6w1d1X3HnDdYKzuVVAWq9GcDn8OLzL8IyU7t/eVX/VSxcuDDi8ZjTrdfctIa8C/N4//339bYxY8awe/duzhl0TsTHbjNGQ+5z9vo7TQmjiQKsIAjRQoyVGMFzswf31RGqyDpJemwH6k3r2g34CiASp4aWdXQG6Abf+eZ3SDs7jWU7l1m6fXr8U0a5RlluxADr1q1rU92R9HQjpmZb/TaefOdJ21pL7ucCrnM+sAVuufUWflv7WwBKbi4h7yWVaTPzjoDCh81AM1zspPljOqV3O3iLvbpnpSnMwmiiACsIQrQQY6UdqKy0iZKtRAXU9greZMEsjvpd9GJ7FkYD7wIzoeQ246YbcYyIJjzXDWiA/R/tJ210mmV6A2D8oPFAsCDaVVddFeEJo8eszFncMuYW5e153Lgxem71kESSpY1i4HNIS09TwclA5shMeFstBxU+bAF20vxmz0prZA21iBrITs+md2+bCO0mEAVYQRCihRgr7UBxcXFQW9i1eUwirzRgHyLdB5UNlGG96UZMf1Qq9TzgKAy9QMVtBKrJauuBUz4VFRVt6lkxk56cTlpaWpAyb1Z6Fr3jAm68ldgbfa2AnTT/2t1r9bbp66bTs1vPiG7ysYoowAqCEC0kG6g1SPYHzGqYHszLKssYe/3YoF08Hk94x/7EtByPVcE2kErY8/Eex81aFo9dJo/lHGBMCYUg0DDR1wNK5bz16VtNH6wLoF2fWMsa8vl8liyqsrIyduzYgc8nYi2CILQPYqy0gKrKKqsuSrX/78XgXm3ylJi01HKX5zK1ZGrzT2qqmcOrWANpA1kGD69/2HFz7vJccopyyCnKUTEELsDlbGiVV5ezw7eDyppQYi82DLKubqveFtn+AZj1SzoDEwZN0JftsobamsLCQkvtqtzcXHJycigsLGzHUQmC0JWRaSDUk2NdXV3THQNYtWIVrAIe9De85P+7HTzLPYbB8gLwfbWox0yYsmboFcE0kJmmEm3ugF9O/SXXllxraTYr1wIUbi+kaEeRLvfvZGhp7fNz50c2TlMFZYAxaWOa3kczwvxxM4ECa51lqgTss4bak85UjFAQhM6BGCsQVAE5LDJg9LWj4QtT20xUsOZpyErLMtqrjUXbmIlZwEmsabPRIAMuGnxRUPPhE4ctQZwLJy5k5oiZ+nXwelX2R11dHbkTc3V5f88MD/369iMlMYXF3sXhj2OfdbUpnZWKigqVgfQIKrD3jv1s/XfwVElr3tSra40Prbyq3GLcBabdmotAtpRYqC4dqhihIAhCeyDGSiSYn/bzYcZfZqipExvKPyi332DHK1DyxxLylrXNE3WgZ8LVx0Xf+L56/Rgt+6O2ttYikpaVlkXa2Wmtnmqrx7r4U6aHDhvKhO6hBdaizYsfvKgvu5+3er3s0m61IpCCIAhC9BFjJVyOYXnaJw08WzzWKZNVxqL7arcxPdQU1ZCZmhm1oTZFW3gmWoKeVaSlTFfsZ8pFbTtVcsvFt/DbfyjNFc+tHvr16ufY11wEUmh7fD4fu3fv1tfLy8vp168fLpeLhD4J7TgyQRCihRgrGslAEipV9yhG9stRVBqwdq/yP+2TYnOMW1CVkoFfr/o19+69t/XG2wJiIYgzFMOGDVPX+BeolOlhVqn7lkyVbKrYxI3Db2yyX1rvNH05Kz2LtOQ0x761tbVRmQISmkdhYSEPPWSIz2nxXwsWLGDuz+a217AEQYgiYqxoXIRSfo0Hngbu9rdrFYu16RD/0z6TAgJRAQYai/d+cK9tHZ2oko4ypCIkFoI4m0R7X2GkTDeJKXV61muz6Dm1ZxQOKsQKBQUFuN3uoJgribsRhM6DpC5r7EEZIWdQV8V8k6xFeVa0p/27gbdg0TcXWY9hEhb79VW/NlacH8pbxiysRfrCFFoN9Ew46WrYKu12REyp0wlxCbxz6J32G4sQdVwuF9nZ2fp6dnY2o0aNEmNFEDoRYqxomN34DajpnwzUFeqNetLXfvv6A1/AA888YD2GSfPk3jdMU0Dfj/poFSuxKq/OcuoYGiddDTul3Y7C/v37jRWTkF59Yz3n9jlXfbYaGYALdh3ZpTeZs4GEjktVZRX8G/g3lJeVs2PHDhG4E4QOiEwDBdIduAtlkOQHtJvXzcsapli+kltKyCvxT7WYdFaaxTHUDbUR67RPFWp66jz/+kqUwXLUtF8YOOlqpKSksPiJCFKUw2TPnj385/P/qOrQidE7rtlAmTBhAm+95VfKDUidnrdlnu1nmbfeuAbmbCCh47Jq2SooUsvuImPadsGCBc2qpC0IQvsgnhU7tCmgYuAQ8BlWPRVtW6DjIQm4UC1mppmye5r7kP4t//GKUFlIZwhWrDVlIFGFMlSeRnlciuDARweaPI3L5WLUqFFBr4yMjCb3bQ7Tpk0j99Jc2BHd4w4dagTiJiQk4PF4gjV0imH2qdlQCBRCyZQSY3lqid7tlotvie7ghHZh5h0z4Q5j3ev1UlpaSkFBQfsNShCEiBHPSigqMQySif6XaVvJ6yXk/c3kkWgEBgN7o3T+USj9jjXAh/42s2dlJsHGS3+MmkHxMOSCIVEaTPQoeb2Efmf1I/dlkyGRDHuO7uFkz5NKZM1kJ9mJsg09e2hQkTyzZ6W+vh63201eXh7H6o7h3qyeqj0veRiSMYTli5YDkNk/U9eXMaePm7OBhI5Leka65X8pO7t5FaQFQWhfxFhpitmoKSCbBJLMzEz4m6khDvg4iufWjI5BqKmMQM+KnePjKEZxw4bwPCttTWZmJmkD0mATcMrfOBqmbTBUdc3TNHaibAuuWMDCiQst7WbPytatW7n00ksBqK6phs2qPWukjYKwIAiCENOIsdIULlQK8qmA9gxrQCYAdUTPqwK6d4QLgUtRU0FNpSr3R2UrPQvkx6ZnxZbtsPbxtVww8AIlsqZN39wB3jlewFCO9c72MvTsoU5HAqyGiyAIgtCxEWOlueRbAzIBfToBYNeuAEOmCQ4csPGAlKKKFWoaZuFqqmgxN86iq22LuUyBOSX8BPC5f7kGdf3iISMlw7iWjZCdkW05XHZGNr17iHdEELokyUAfKKsqUzXMThtFaAPrdgG4kl1BU8ZCx0OMleZS7I9ZMRssLxmLedflhS+3D0yePDm48S3gy2aOLwOIg13VwUaT+Qvd2l/kwKKEutgeKBG+t43VaXlqGmj+/AirOtuwf/9+0tKC407CVbAVOiHJxg0uHOQmF6OMBiZC7nPBJS7s6nbZTRkLHQ8xVpoiLuCvRiXBwa23oVdOfnr109z9wd2ES1ycjdtEiz3RUpcjQUvHXR2ckmz+Qrf2FzmwKKHFszIaPXsKoOR7JQzsN1ClTC+OPGU6MHV59+7dDB8+nE0Vm/R2UbDtwoy2v8E5ITe5GGU7sNdQKm4KV7IYnJ2BZhkrS5cu5fHHH8fn8zFixAiWLFnC+PHjbft6vV7++7//m3/+8598+eWXDBo0iIKCAu69N0bq5vhdijrmK/JNDIVYs1Ksn7yX86yS+iaD4u7SuyOS2z91KiAo5ijwlX+5CMMjMZzwKAZmgme2JyhA1Tvba/GstCaBRQl1DRhQ19107TOzMhmSNkTV2mkGganLw4eri/XuoXeN9gAFW/N0XaRTd0IHYzt4i40bXN3pOksclN30gRA7+Hw+9UBSgzFtnKSkF0StuPMTsc7KmjVruOeee3jwwQfZuXMn48eP55prruHgwYO2/Xv37s0Pf/hDtm7dyocffsgvfvELfvGLX1BUVNTiwUeF0UCB/3ULcA264iXjCPaeaGTAiutWOB7WM9MT0TCWL19ubTB7IMzy/4MID7/nJys9K2hTdkY2o1yjGOUa1epubktRwruJTq0fBwJTl/ftU2pwl593udHeWM/48wzD2iyGl3ddjNdLElpGDWSnG//75lgo83eirb4bQmQ4KW0XFha246iEtiJiz8pTTz1Ffn4+d955JwBLlizhzTff5JlnnrF13V9yySVccskl+vrgwYN59dVXeeedd5gzZ04Lhh4l/C5FQHlZzGqnFwI3Y2TlmMmHTbs24URWWrCREIrvfOc71gazB8LskfgEGOtwEHNtoGbquflO+PDVqOjWIL2T6nL6fdXPEtAWFjZFCTfs29C8AYYgMHVZ86xMHmbEA/3mit8wsMaoOLl06VLmzlWVeT2bPbjfCihOKQhCTOCktC1ela5BRMbKqVOnKC0tZd68eZb2SZMm8d5774V1jJ07d/Lee+/xyCOPOPY5efIkJ0+e1NePHz8eyTCbRHcnguFSBKVA2w9Dpn4vSr02BXXDNU8FFcPqmtXwk6gOzaA/kAnsAuZg3Oj3Oe5hrQ2UD9RHftrC0kIeevsh63H8BFWZbgFbP9katWPZ4ZS6fPDPB/nJI8aHphkqAFkXZ6mgZkEQYg6Z7unaRDQNdOTIEerr60lPt5b3TU9Pb7JC77nnnktiYiKjR4/m7rvv1j0zdixevJiUlBT9dd555zn2bQ6B7kSdOoLr6aSgYk9slGLnPTuPqDPMtHwTyrsTbgryH/x/j6JiVpphrBTkFFA6p5TSOaV4b/PqUvQUgvc2r2qf7Y38wAFMGDShxcdoDrNmzaK0tFR/eb0tfy+CIAhC69KsANvAzJXGxkb7bBYT77zzDjU1Nfztb39j3rx5DBs2jJtvvtm27/z587nvvvv09ePHj0fVYDG7Ew8dOsTUqVMjP8hUeOzDx6I2Jp3zTcsNKPn+cDgKfIqRItzMqk+uPka6Zm1trUU7JjtdSZXXnmpeAKyZKcOntPgYzSE9I520YUZKc3ODeQVBEIS2IyJjJTU1lYSEhCAvSnV1dZC3JZAhQ5SS6sUXX0xVVRULFy50NFYSExNJTIxiOd4AzO7ECy+80LrRTq0W4DXgexjCZuvhroV38WzZs0afMETbysvLGZIeQlX2ICroF5TB8TGQE+KAJ7FWLtZShMMVkBMEQRCEGCciY6VHjx7k5OTg8Xi44YYb9HaPx8P1118f9nEaGxstMSkxhZ2hchTYjYph0YTNdkODLoTiJwxvhtvtZv5PQoieVZiWX8Uq3381KsBWoxFlqKwB/ulv01KEO1k97coaw0C2U6kEOHbEmMOrqqmyFYUTBEEQOh4RTwPdd9993HbbbYwePZpx48ZRVFTEwYMHueuuuwA1hXP48GFWrVoFwNNPP83555/P17/+dUDprjzxxBP86Ec/iuLbaGW04NYAYbPLz72cojJTCnaA7aJR8noJeX9R004ej4ch6UPCEz3TDJdalMdnDNZMoDj/Oc9HBd52A+ahjCuTwydm8HulDuw/oAoZRkDxzmJ92U6lEjACpYGV76/kiaFPNGOQgiC0BHNGYTiIUrAQDhEbK9OnT+fo0aM8/PDD+Hw+MjMz2bhxI4MGKQEQn89n0VxpaGhg/vz5HDhwgG7dunHBBRfw2GOPUVBQEL130dpobydA2OySXpdY+zlosmRmZsJf/CvpUElwMPLGf2x0Pv9elECdVoVZ85o0+pcPYjWUWlHLpNkcBZ4G4mHyo5PZtnNbRLvnX5LPYq8y8LQA30BBr2NHjuF+QmUszRo5y/5ATiSr1GwNc5mC8qpy+p2wRjnLD6wg2BOUUdgEohQshEOzAmznzp1rSfk0s2LFCsv6j370o47lRbHjIwxhM1MxvlUrVkEvU784VJVmnG987ufdcBq1n6nuz+y3Z6sFzegw66x8gqq6HDi9EwccB6ZjZADFKv1RYz8D8YnxDBs+rKk9LGQkG4IvToUNqxOq9bb05NAxVEGMtqZmm8sUBCoAQ8f5gbWk6QNlZao2jsvlom//vu04MqGzUpBTQN6FxvdHlIKFaCC1gcJhNLDDv2zyWsy8fSZPrDVNNXRHKeHifOPT+10I7DSall+xnNlPzFYS+1pGjybXvxcVl3I+yosy3d9+AtDuN4HelOFAApa6OO3KUdR76qa8bRX7Kprao23ZDp5nPfrn5rnVKFPQkX9gCwsLeegh4ylXS9lfsGAB9z9wf3sNq1UpqywjqZf6vI59ecxxW8TihkJYmDMKAUv2oFRMF5qLGCvh0AfbgNX0jICn99PohQy5A9t6Qnq/vdam73zTpGCrxcZo55yDUpJ9BGuWzw7gCodzTAMaVeG+mKA/8H3gAvjD8D/YelY2H9jMD9J+0OZDA6DGqjpsLlPQkX9gu6LqZ+6yXMe6XKG2CYIQu4ixEk0a0XVJvLO9lic4sxuU05D7aIjqr1psjDYlpIVLXA9u3Hjw1x0aFWIs/imjhLgE6huboQ4XbY4CLwDxcGfcnYwcOTKoy9oP1/KDse1krHRSQql+RkMvJxbx3hHw3SvMdd7mFKwtCEJMIcZKK5GdoQTUINgNyukQO/bEyOgJjEEpAU+yBy72r/cJ2G529MQDjVDfHBnb1iCMmJXNn2ymZG8JV517VZsPT+i4BMblUIlejbdvhjUux+l7KQhCbNPJ1DhagUpUBWan6svRRvtEHDJ6rnooxI08cMYnDsYOdKp62MaEEbOSEJfAlo+3tPXIhA6OVOMVhM6PeFaaQotBCdYgaxf+XPln+zn308AqjMKDxcBMGN5vOH8//Pc2G58j/VFiev1h07c22XpW6hvrmTh4YpsNyXfCx/7P9ttmcJVXGcuaCF1HT1cO1L8wB5jaCe11lPfbFeNyBKGrIcZKKGZjBMmujt5hLeUKkoE+8Mp7r6ibZk9Tx3RUdpAWVJsBhdcWUvCnYI2akptKyPuV6Qe7EmgE91A3z3/wfPQG3xL83qIhQ+3LDRRNLiLvwrw2q9ej60HYZHCZ05W1uIaOkq7sRCj9C7vYjY7yfrtiXI4gdDXEWAmFC8OLEcVaO8XFpmCU0cBEmPv+XP2mqRM4rZMPZZ+V2R80DpUxpJGh2s7pc07LBtuGXD3katv2srIyy3plZSUZGRm2fSOhIKcA9/lufQrB6/WSlGQfFK15VtqK1lABDdS/COeYHY1Q3iOQ1GVB6KiIsdIO5OfnG3L724G9sHTpUiW01w3rVM4ZjDToYpi2eRrP7Hwm6Jh56/OM/TCOYSdoFi6BBSs1QbGU/inNPmZz0OMRHlR/ipcV8+ADD7b4uK4+LvrG99UzuLSq0tA62hBOAm0pqcHXszVUQAP1LzojTV03SV0WhI6JGCvNJcMa4wBYFGzLqvxKocku+iZaMxIsXoEa9brxshuZ65tr1WapRMWiNBrrA3oNsB1OydQS8q4JeGq+AzyzPc02WCweIAyjYf4v5rfrf07+HflNd4pBnATa5i+YH+S5ExXQ5mHnPar7so7cRf5rJ6nLgtAhEWOlueRbYxwAi4Jt7nNGnMP9l7W+UmhmaqbuIdBptIqbRYrZA2SeIknpn8LiFWEUYmwlojEFZEdFRYWt/suGfRuYNmJai4/vFAiakprC4uXW6ykqoM3DzntkjoGS1GVB6JiIsdJcilUFZYs8+3K3nj2k3dztnngrKpqQmjfVH2pPzEZBdnbn/JE3fxZjxoxh9+7dDB8+nA37Nujt09dNp2e3nhHFe9jhFAjama6nIAhCa9DljZUmDYcWoAU9Bt6Mhg0LTtvVYxlOo6oT391qwxJMmD+LhIQEhg8fDsDWT7Ya7X79l5YaKxrNSSEOnEoUBEHoSnR5Y8XOcAiLfJtU14BpIKegRzsDaejQocZKPDHhWekKmD+L+vp69u3bx/Dhw5kwaAJPb3tatUdZ/6U5KcRtMZUoCIIQq3R5YyWkZyVUunIxlLxRQt469bRdMqOEvOfyLNNAQwcMtd01pGcFlNLr0SYG3tnx688EpWSjvA+B60PPHkoCCRGfxvxZbNu2TfesTBk+RW9fc9OaqHlVoGukEMcqTnFJgiDENl3eWAkyHHoBXwIXYs3MuST0cdJ6p1kKGR46cIikpCR8Nb4gN79dbSDds9IduAtHz8qez/bYtu86sktlIp1AZRi1MUH1WVCpuZEGw+rH8evPANaUbIK9D7nLlRdr7kVzIxt0AE5eNrPhEg2ak0IscS3NxykuSRCEjkOXN1aCyAbeAwajjA/NuzIxoF8+ulcF4MUPXoRjxuabJ92sy8ubyV2eC6eaGEOIKaBp66bZ6kTkrc9TU1Bb/K9okmykYoO90Naq36yi6KkiS3tubi7z588POtyu6l30q+8X3P7ZLv647I/qOMnAXuv2UKJtQ88eCqLxJdjgFJckCELHQYyVQMr8fz8GxoXo54GSQmMa6JaLb+G33t/qm3t078Gp/soq8dxqaJ14Z3vhNLruQ1hoBtNwKLm5hLxXgqcQdJ2VE+EfNhQWT8loIxXbjtzluWqMc1Beo+Wq3ev1kpGRweInrGm5eS/mKWMkgLx1ecZxzCwDzjQt2lZdVx3JWxS6CE5xSUL08Pl8+HzBissul4u+/SU4XGg5YqwE8qX/717Ujbe7Q7++kDkgU19N651m8aw0NjTqKchmrZPsjGzbaSCdwN9Q83TUNKisrcQOW52VFmARMPOr7ALMmTOHgoICR5Gyui+N9uzsbNtjl9xSQr/+/YKmczwzPPTrqzwuFsGuKJY6iGXkB791cIpLEqJHoOChxoIFC7j/AQkOF1qOGCuhaAyx7biattDYVb0LTDMbW9/byrgNoVwzNlwImLXHhgPnYUxHNcDf/v23yI7ZTEJVsnW5XI4iZeEUIcxMyyRtQFpQe1ZaFmlnq/auGKMhP/itT7Oz/4SQFBQU4HYH19mSytdCtBBjpbm4rTEreavzMCejDL3APhNow74NTBnsELA5GJUJFO9fHwTsx5iOiodLz7mUZeXLWjT0cAhVyVZoHeQHv/2IlkpxV8XlctG3r+H966wikkL7Ed90ly7MMYf2lUAhlNxUojeVzCiBevvumyo26cvT101nQ8UG+44fY/1EPsGYjgJY61yZOBYpqyyjrKosKPV415FdQenHHRWfz2epCl1WVsaOHTtsp3OawuVyWabOsrOzGTVqlBgrrUSgSnHJ3pIQvQVBaE/EWAlFEfZ6J1WAzxqzkpmWqaZqvo2azjHx7qF39eWEuATeOfSO/fn2AmtN6/v8fxsD1jsIuctyVWBuQOpx3vq8TlNArrCw0KgKjcqAysnJobCwsB1HJYSDnUqxIAixiUwDhSIO+zTiYUBAweXN+zerQNixwDjYtN/wplx+3uUU7VBpvfWN9Yw/bzy/5/f25+xgBkkovHd4Ic5fXbgbutFSMrWEfmcHB9h2RELF9gixTWuqFAuCEF3EWAlFPfARcEFA+3eBk9amv376V+UBiQca4L1P39O3TR42WV9ec9Ma55iVTkZ2RrZa8GHJqspMtQ+w7YiEiu2RufrYpjVVigVBiC5irIQigWBDBVQQ7GA4sP+A3jTu3HEsL1uuB8hedu5lFJYFTwVMGT4ldOpyjBJu8b26L432yspKKiuDU62rq6s7jbEidA6irVIsCEJ0EWMlFI3oWimWtnjgY5g8YbIujX/10KuVEbLdv+3HkwOP1jLauVZQ2MX3TOq8xcXFLF68OKj/iy+8yKJFi6I9REEQBKGTIsZKKOYQHLMSB7wE7IX4xHh9+64PdsG/gTejeH4tsPZXWFOa24Fwi+/VfVmnq/Pm5+dz0003AXD4s8Pk/c2v9vv9W1pvoIIgCEKnQ4yVUASXr1EeDr+a6+nTp3XPS941eYb6bbTQlFvPoD6pdlRyDbf4nlkULiMjgwsuUPNoZx8+G/x6dmlpMgUkCIIghI8YK5HSH+gJfAWrX1/NtG0mIanbgOeieC7Ns9KNyD0ryUAclFeVB20yx5houJIjrwQcCdU1Rt0ep0KG5dXl9PtKtackprTaWARBEISOhRgrzcFvNIwePRq2mdrTo3wezZPyc1SBwmcj2Hc00B29gKIZu5ThBVcsYOHEhZGP0YSl+CFKIE1TYH1x14t6u1MhQ/dqY6zzc4OrNQuCIAhdEzFWYoTy8mAPiAU7vRcTmz/ZbG3YDlwOntnWis+BHhUNV3LLvSqBtW00sbQFCxZwy8238Ntdqip1yS0lDMwYaC1WiLWQYUpiCou9wcG5giAIQtdDjJUYwe0O9oBY8GcDmdOlzczxzFHKuf54GmqAxuCKz1rBwdYglEDaVw1f6euZaZkMcQ0J0iFpSSFDn8/H7t279fXy8nL69euHy+UioU9CiD0FQRCEWEeMlRjA6/UCWGTbLRxDSf83WNOlzSTEJVA/uN4wVtoBJ4E0n8/Hrl2mCtW7dvF51eekpEYvLiXQq6MZfwsWLGDuz+ZG7TxC0wRq8jRFa8dLCYLQ8RFjJQbIuCCDytpg8TSdfujKuHHxcbZTQvWN9aoQYgxSWFjIQ4seggfVet51eXAa5i+YH7UMp8CKxX/44x/omdST1AGpliDj8qpy+p0wgnvNInZCdAilyWNHNOKlBEHo3IixEgMU7ywOHZ9xDJUNBJw6fSpYqA4ochcxZ+Gc1hpiiygoKCD3W7m431LeDs9mD/2S+5GSmsLi5dGJSwksUX/ne3dCj+B+QQHHp4L7CC0jUJPHHJtkFzcVjXgpQRA6N2KshKItdE2SYey5Yym+vpj85fnWTyQDpbHSH7gbWA8/evhH/O6T3wUd5upBV7fBYMMnaCrAnCmVDvSFXb5dln3KPyinX7KKM+nbvy8twXuHl6Re/hIAIW6WZhE7IToEavKY449aO25KEITOiRgroWgLxdjRMPXVqWq5IGBbvmm5v1r/3f7fqZpFMU6oqQBzirKl/Wo3nFZxJvc/cH+Lzp+dkU3v3uqmGOpmaRaxEwRBEGITMVZC0UDrGwbbwVscEGDbE35d/Gvu/f69av0OVNXiYlj060U8sOuBVh5UywmaCqir09+f1+slKSmJQ75DTH19qt7H6/WS1C3JsYqxIAiC0DURYyUUjablk0AizgUFh4V/WEsl4hpAmy0xzZpcP/x67vXdax1HJTxw8wN6oGosEzQVUFurv7/sdOX1uLD/hfC6sU92tuH1iDR1WRAEQei8iLESLt39fz3owa6bD5iE2L4LhJlYUlxcbFl3TFm2wbPZoweqNkkllL/fhNicEDUC43TqThv/EO1R4qAt8fl8+HzB6crRiD8SBEEQYyVc/KnDDAYOqqa//vuvxvYIpozy8/NZvFhlwehTIocOMXXqVL3Prg92OewdAcvA/Zy7Q3hiOgOh4nRaq8RBrBCoc6MRjfgjQRCEZhkrS5cu5fHHH8fn8zFixAiWLFnC+PHjbfu++uqrPPPMM5SVlXHy5ElGjBjBwoUL+fa3v92igbc5WiHBj9E9K+POGcfy8uVqJR6oD+9QGRkZ+nJ2tpoSWbdunaVP3neClWDBH4TahPHhecuD+yV/mvBMD+7NYXpiOjCh6hK11ZN9YJxOU3SmlN1AnRvNCJf4I0EQokHE+S5r1qzhnnvu4cEHH2Tnzp2MHz+ea665hoMHD9r237p1K263m40bN1JaWsqVV17Jddddx86dO1s8+DblpP+vG/2qXT3ElC78KmEbK3bk55tSf2Yrg8MOz2b7djNZI7PgHOAc/3IXoLCw0DKdlpubS05ODoWFhW02BlcfF6Nco8J+dZYpIFDTPdnZ2fp6dnY2o0aNEmNFEISoELFn5amnniI/P58777wTgCVLlvDmm2/yzDPP6FMbZpYsWWJZX7RoEa+99hqvv/46l1xyie05Tp48ycmTJ/X148ePRzrM6KOFGzgVFKwAJjX/8GZvCy5nIyPr4ix4q/nn6Yxs2LchZF0iQRAEoWMTkbFy6tQpSktLmTdvnqV90qRJvPfee2Edo6GhgRMnTtCvXz/HPosXL7ad/xYEjQ37NujL09dN57UZr5E3yn4KRjKLBEEQOjYRTQMdOXKE+vp60tPTLe3p6enWdNwQPPnkk9TW1jJt2jTHPvPnz+eLL77QX4cOHYpkmEIXYOsnW/XlhLgEtny8pf0GIwiCILQqzdJojYuz6tA3NjYGtdnx0ksvsXDhQtasWUNaWppjv8TERPr27Wt5CYKZCYMm6Mv1jfVMHDyx/QYjCIIgtCoRTQOlpqaSkJAQ5EWprq4O8rYEsmbNGvLz83n55Ze5+urYqmMjdDymDJ+iL6+5aU1EWTiCIAhCxyIiz0qPHj3IycnB47FmpHg8Hi677DLH/V566SVuv/12XnzxRaZMmeLYTxCag9lwEQRBEDofEWcD3Xfffdx2222MHj2acePGUVRUxMGDB7nrrrsAFW9y+PBhVq1aBShDZebMmfzmN7/h0ksv1b0ySUlJpKSkRPGtdA3Kq+0VaXd9ZojIVdVUtdVwmkVZZRlJvZIsCq96e3ejUrIgCIIgQDOMlenTp3P06FEefvhhfD4fmZmZbNy4kUGDBgFKnMusuVJYWMiZM2e4++67ufvuu/X2WbNmsWLFipa/gxYQKCQWM+MIIZPvXuWGHsHteS8b0yAr318Z7SFGldxlubbvwU7lVRBaQiyIBQqC0HKaFWA7d+5cPv74Y06ePElpaSkTJhjBjitWrGDLli36+pYtW2hsbAx6tbehAsFCYjEzjmXgvtKkOlsJ/BtoVIq0dpR8r0RfnjVyVusMNEp47/BSOqeU0jmleGd7jfbZ9u1aIceKioo2HqnQ0YkFsUBBEFpOl64NpAmJ1dXVGT9oaUB1EzumA5+1wjhO1ymvw3Zgh6nDMv/feEjHPpA5c0CmMbzk0MHO7U12hioxAFYNlOwMm6rLR4EzanHMmDHs3r2b4cOHt+VwhQ6MiAUKQuegSxsrLpcLl8tFba1JNGwm8EQTO84CtrTCOE7VKpn8K2H26NksL1quPqE7/B2XwcqVKyExeueOeUyKwQkJCWKoCBGhfbfsELFAQeg4NGsaqFOzylhcO3WtfZ8VKO9Ha9EHHnzwQUpLS/G+69Xr/BCnYn26FEeNxfr6evbt29d+YxEEQRDahS7tWbHFNAV0UepF9n0OA6dbdxgZGRlccP4F6unvDaO9CvtMn46UDRQR/VH/pWdg27Zt4lkRmo3vhA9fjU9fN2ecmTPRNFzJrk5VbFIQOjJirDSHbrS6saJRWWMS4MsA93Nu6B7cL29dHriAE7GfDRQxfnHkYcOGte84hA5NYWkhD71tX3PMLhNtwRULWDhxYSuPqnNSUVHByJEj23sYQidCjJXmYFdZoBHMTo/y98tVBk+flp2qeGexsZIfomN3oADYAmPOGQOlLTuvIHQ2CnIKIlI6diWLVyUSzNl6TsHwG/ZtYNoI57pwguCEGCvgWITxpddfMgwOG6OjusY0Z9QAPGes6qnHV7RsbPmX5LPYu1itFKMCgG08K5xGZQ2dgBmvzLDVMRGEroyrj0zrtCZmz6c5GD6wQnrPbj2lPIYQMRJgCxQXF9u2P/qTR6GI4GDadMAFS/6xxGjrg8ramQPev3nx/s0Lc4DRLRtbRnKGsVJp1SLxzDA0V0puKgEfUAOe2+y1WARBEFoLs2fFHAwvFdKFaCDGCpCfb8yvzFs8Ty18A7gVe4NjFlAAq/euNtqygQzgHMi+JJvsS7JVBk8Lp4ECyc7IZpRrFKNco8hKyzI2mGNqNRG5E9E9tyAIghNmz4o5GF4qpAvRQIwVVOaNxr133KsWDoHnFx57g6MYKPR7MzTedz7+popN0RqqI3nXGW5V95Vue4+Q0Ckwu9UFIRYxGy5SIV2IBhKz4kQNVs9FUySjB96WVZbhPWjIxc96zdBGqfRVUvmpESMTrVolns0e+iX3AzCUcKPs1RHaD5n3FzoDUiFdaC5irDQH/6xR3jrTzcKk1RaYBpkQl0B9Yz0AxX8oZvEji42+fpn/BQsWcP8D9wedKjD412zcJPRM0NuzLs4i7ew0AEMJV+jQmNM/7eb9xVgRBKGrINNAAVTVVCm9EheUV9tXPmY98AosnbTUaCtG117xzvby2FWP6Zs0QwUg/858SktLKS0tZdO7m3j+z8/z/J+fZ9yN4yirLNP7lVWWscO3g0d/86jl1FKIrXMTmP6pBSnKvL8gCF0Z8awEsHLXSqVXArhXu+07TVV/5v5prtFWiV4dODsjm+yMbOb9WQXrrrx+pT4VlOHK4IL/v727D4qqbvsA/gVWcH1ZDDXapPClRKUShVTA5Jnx7e6uMXvGyTvTEUcbmWzATGfgoQL6I2+tFCm2gQIrw5fGlydnynGYSY3VSW8VKiXFBBJrzbRIQB4yvJ4/NtZdF3DP2bPLLvv9zJyRPZzdc12cZbn8nd9L9CgAQO7BXORV3GGSKrs5XZYULMGLk14EAAQHB+Pb724VU99+9y0iBkS4fTuJelZXwz9535+IAhmLlds8GvIo8HejhanYhBdOWAuS8oXlmPnJ38XL/wJoB0xFJmvBchXWkUC/A4iEQwsJAPzjgX90ei5XJqlqvdFqK1yyn8nGqIi/C53cXOS9kQdkW4+bOWMmcKPr20nkHzob/nn7xFq8709EgYbFym3+9eS/rF8MAF544YXOZ42da/3HVqgUwnpDrQjACuc+K9/+0vntJFcmqbJfGdZ+zpXly5dj5j9nYuo+67nMZjP0On2XK8ySf+hq+CcRUSBjsXIbs9kMvV6PorNFKK4ptu23tarcbjCshcpfsP40Bzsf0uVz3WC73fP3IodxcXHoH9ofgGOBQ/6LayEREVmxg+1t4uLiMHHiROQ+mQvzklvDjztmjjUvMltbUD4GSv5Zgjdi37AWKgB0QTrsmbHHepzdc8sXckZZIoBzxBCROmxZ6YJxoBGGsFsdVePuicO1q9dQa6m1TmsPIObPGMQYY2zHHP/PcdtQU/vWjUciFczXQm6zNFlgabbYHrfeaLV9XXWpCvo++lvfa221zpHT7M0Iez/7YdecI4aI3MViRYGioiLk5d0avdMxR0qHjmZ7S5MFtb/X2vbb91m5/Y8lYF3dlQusaafoRBHyDt1hlJW9BAAHPRpSQOhq1V3OEUNE7mKxosDy5csxZ47jh2xra6tT0XL7H0v7Piud/bHMSclB7n/lahtsAHNllFWH1tZWTH2rkwKGFOtq2PW06Gko/E8hAM4RQ0TqsFhRwGg0Oo22aWlx7sy6PH45Zo6caStMzEvMTq0pDq87wLVWlUvNl/BH2x+2x13d3rDf70+6zOEeAH8BVb9YZ+8FgPCw8C5fx5VRVh1aWlp4C0gjXQ275hwxROQuFise0Fl/l46ROu4oqSzBWvPaTr/X6e0NP9NlDn8PH5+65db3s6ZmeSEiUsKVYdecI4aI1GCx4mO66xw6edhkfPLfnzgcP6TfEAztN9Rhn/1Ecv6ksxYo+9tsHcPKAWvLSleFG/U8DrsmIi2xWPEx3XUOnbtjrtO+2/u7+HPn3s5aoFpaWmyjr+Ii49C/P+eSISIKNCxWfIySzqGAc38Xdu4lIqLehsWKj1HSObQznurcS0RE1FNYrPQynurcS0RE1FM43T4RERH5NBYrRERE5NN4G8jeAMeJx7pbUwaw9vcwBBtAREREnsNixV6C48Rj9roaSbPm0TWejoqIiCigsVixdxwwl9yaeOxOOJKGiIjI81is2Gt2nHjMFZ2tDURERETaYbFCHmexWFBbe2tW3aoqa78go9EIw2D2+SEiou6xWOkFultPyBem2C8qKkJe3q1ZdTvW+snJycGa/2GfHyIi6l7AFyvd/a/faPSPPindrSfkC1PsL1++HHPmOC8h0NM/X7b4EBH5h4AvVrr7X39ubm4PRaWMu+sJeVp3hV9PLkjIFh8iIv8Q8MWKr/6vXwl31xMKVL3h2hMRBYKAL1b86XYPactXW3yIiMhRwBcr5F1KOwOHB4d7LTYiIvJNLFbIq5R2Bs5KzLJ+oWIpBN4aIyLqHVQVKyaTCW+++SYsFgtiY2ORn5+Pxx57rNNjLRYLXn75ZZw4cQLnzp1Deno68vPz3YmZ/JjSzsDhweFYi7WqlkLw5ognIiLyHMXFyo4dO7By5UqYTCYkJyejqKgIjz/+OKqrq3H//fc7Hd/W1oahQ4ciOzsbGzdu1CRo8l9KOwPbZgj28FIIvj5XDRFRIFNcrGzYsAFLly7FsmXLAAD5+fnYv38/3nvvPaxdu9bp+OHDh2PTpk0AgNLSUpfO0dbWhra2NtvjP/74AwBw7do1peF6nP10+9euXUN7e7t1/58twP/Z7Q9t74nw/J7t59sMjNSPdH0pBFH2fimoKMC/zf/u9HtT33Nuucmcmomsx7Jcfn1X+fP7yZ9jJ/fx+lNnOj6HRcS9FxIF2traJCQkRHbv3u2wPz09XaZNm3bH56ekpEhGRsYdj8vJyREA3Lhx48aNG7desDU0NCgpN5woalm5cuUK2tvbERkZ6bA/MjISly5dUvJS3crKysKqVatsj2/evInffvsNgwcPRlBQkGbnsXft2jXcd999aGhogMHQu2cvDZRcAyVPIHByZZ69T6DkGih5Ao65Dhw4EE1NTbj33nvdek1VHWxvLxhERNMiIiwsDGFhYQ77Bg0apNnrd8dgMPT6N1KHQMk1UPIEAidX5tn7BEqugZIncCvX8PBwt18rWMnBQ4YMQUhIiFMryuXLl51aW4iIiIi0oKhYCQ0NRXx8PMrLyx32l5eXIykpSdPAiIiIiAAVt4FWrVqFRYsWISEhAYmJiSguLsaFCxeQlpYGwNrf5KeffsLHH39se05VVRUAoLm5Gb/++iuqqqoQGhqKcePGaZOFBsLCwpCTk+N0+6k3CpRcAyVPIHByZZ69T6DkGih5Ap7JNUhE+Xgik8mE9evXw2Kx4KGHHsLGjRsxbdo0AEBqairq6+tx8ODBWyfppD9LdHQ06uvrVQdOREREgUFVsUJERETkLYr6rBARERF5G4sVIiIi8mksVoiIiMinsVghIiIinxZQxYrJZMKIESPQt29fxMfHo6KiostjLRYLFixYgJiYGAQHB2PlypXeC9RNSvLcvXs3Zs6ciaFDh8JgMCAxMRH79+/3YrTuUZKr2WxGcnIyBg8eDL1ejzFjxvjNSuBK8rR3+PBh6HQ6xMXFeTZADSnJ9eDBgwgKCnLazpw548WI1VF6Tdva2pCdnY3o6GiEhYVh1KhRLi8O29OU5JqamtrpNY2NjfVixOoovaZlZWUYP348+vXrB6PRiCVLluDq1ateitY9SnMtLCzE2LFjodfrERMT4zC9iUvcWlnIj2zfvl369Okj77//vlRXV0tGRob0799ffvzxx06Pr6urk/T0dPnoo48kLi7OpQUYfYHSPDMyMmTdunVy7NgxqampkaysLOnTp4+cPHnSy5ErpzTXkydPytatW+XUqVNSV1cnW7ZskX79+klRUZGXI1dGaZ4dGhsbZeTIkTJr1iwZP368d4J1k9JcDxw4IADk7NmzYrFYbNtff/3l5ciVUXNN58yZI5MnT5by8nKpq6uTo0ePyuHDh70YtTpKc21sbHS4lg0NDRIRESE5OTneDVwhpXlWVFRIcHCwbNq0SWpra6WiokJiY2Nl7ty5Xo5cOaW5mkwmGThwoGzfvl3Onz8v27ZtkwEDBsjevXtdPmfAFCuTJk2StLQ0h31jxoyRzMzMOz7X1dWifYE7eXYYN26c5OXlaR2a5rTI9emnn5aFCxdqHZqm1OY5f/58eeWVVyQnJ8dvihWluXYUK7///rsXotOO0jz37dsn4eHhcvXqVW+Epyl3f0/37NkjQUFBUl9f74nwNKM0zzfffFNGjhzpsK+goECioqI8FqNWlOaamJgoq1evdtiXkZEhycnJLp8zIG4D/fnnnzhx4gRmzZrlsH/WrFk4cuRID0WlPS3yvHnzJpqamhAREeGJEDWjRa6VlZU4cuQIUlJSPBGiJtTmuXnzZpw/fx45OTmeDlEz7lzTCRMmwGg0Yvr06Thw4IAnw3Sbmjz37t2LhIQErF+/HsOGDcPo0aOxevVqtLa2eiNk1bT4PS0pKcGMGTMQHR3tiRA1oSbPpKQkXLx4EV988QVEBL/88gt27tyJJ554whshq6Ym17a2NvTt29dhn16vx7Fjx3Djxg2XzhsQxcqVK1fQ3t7utNhiZGSk06KM/kyLPN9++220tLTgmWee8USImnEn16ioKISFhSEhIQErVqzAsmXLPBmqW9Tkee7cOWRmZqKsrAw6naqF1XuEmlyNRiOKi4uxa9cu7N69GzExMZg+fTq++uorb4Ssipo8a2trYTabcerUKezZswf5+fnYuXMnVqxY4Y2QVXP3M8lisWDfvn0+/TsKqMszKSkJZWVlmD9/PkJDQ3HPPfdg0KBBeOedd7wRsmpqcp09ezY++OADnDhxAiKC48ePo7S0FDdu3MCVK1dcOq//fJJp4PZp/0Wk06UA/J3aPLdt24bc3Fx89tlnuPvuuz0VnqbU5FpRUYHm5mZ8/fXXyMzMxAMPPIBnn33Wk2G6zdU829vbsWDBAuTl5WH06NHeCk9TSq5pTEwMYmJibI8TExPR0NCAt956y7YEiK9SkufNmzcRFBSEsrIyhIeHAwA2bNiAefPmobCwEHq93uPxukPtZ9KHH36IQYMGYe7cuR6KTFtK8qyurkZ6ejpee+01zJ49GxaLBWvWrEFaWhpKSkq8Ea5blOT66quv4tKlS5gyZQpEBJGRkUhNTcX69esREhLi0vkComVlyJAhCAkJcar6Ll++7FQd+jN38tyxYweWLl2KTz/9FDNmzPBkmJpwJ9cRI0bg4YcfxvPPP4+XXnoJubm5HozUPUrzbGpqwvHjx/Hiiy9Cp9NBp9Ph9ddfxzfffAOdTocvv/zSW6ErptXv6ZQpU3Du3Dmtw9OMmjyNRiOGDRtmK1QAYOzYsRARXLx40aPxusOdayoiKC0txaJFixAaGurJMN2mJs+1a9ciOTkZa9aswSOPPILZs2fDZDKhtLQUFovFG2GroiZXvV6P0tJSXL9+HfX19bhw4QKGDx+OgQMHYsiQIS6dNyCKldDQUMTHx6O8vNxhf3l5OZKSknooKu2pzXPbtm1ITU3F1q1bff5+aQetrqmIoK2tTevwNKM0T4PBgO+++w5VVVW2LS0tDTExMaiqqsLkyZO9FbpiWl3TyspKGI1GrcPTjJo8k5OT8fPPP6O5udm2r6amBsHBwYiKivJovO5w55oeOnQIP/zwA5YuXerJEDWhJs/r168jONjxT3BHK4P48JJ97lzTPn36ICoqCiEhIdi+fTuefPJJp59Bl1zuiuvnOoZalZSUSHV1taxcuVL69+9v62GemZkpixYtcnhOZWWlVFZWSnx8vCxYsEAqKyvl9OnTPRG+y5TmuXXrVtHpdFJYWOgwXLCxsbGnUnCZ0lzfffdd2bt3r9TU1EhNTY2UlpaKwWCQ7OzsnkrBJWreu/b8aTSQ0lw3btwoe/bskZqaGjl16pRkZmYKANm1a1dPpeASpXk2NTVJVFSUzJs3T06fPi2HDh2SBx98UJYtW9ZTKbhM7ft34cKFMnnyZG+Hq5rSPDdv3iw6nU5MJpOcP39ezGazJCQkyKRJk3oqBZcpzfXs2bOyZcsWqampkaNHj8r8+fMlIiJC6urqXD5nwBQrIiKFhYUSHR0toaGhMnHiRDl06JDte4sXL5aUlBSH4wE4bdHR0d4NWgUleaakpHSa5+LFi70fuApKci0oKJDY2Fjp16+fGAwGmTBhgphMJmlvb++ByJVR+t6150/FioiyXNetWyejRo2Svn37yl133SVTp06Vzz//vAeiVk7pNf3+++9lxowZotfrJSoqSlatWiXXr1/3ctTqKM21sbFR9Hq9FBcXezlS9yjNs6CgQMaNGyd6vV6MRqM899xzcvHiRS9HrY6SXKurqyUuLk70er0YDAZ56qmn5MyZM4rOFyTiw+1NREREFPACos8KERER+S8WK0REROTTWKwQERGRT2OxQkRERD6NxQoRERH5NBYrRERE5NNYrBAREZFPY7FCREREPo3FChEREfk0FitERETk01isEBERkU/7f/OR5/tNWRviAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative615 district pop\n",
      "The below plot is for Congressional615 . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 40 for case Congressional615\n",
      "working on IDing the suburban envelope for muni 160 for case Congressional615\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional615 district pop\n"
     ]
    }
   ],
   "source": [
    "print(\"COI version of Fig. I, visualizing the divergence in envelope HD lean upon applying COI no-split\")\n",
    "print(\"this first block is for Congressional maps.  In each case, the sequence of work is:\")\n",
    "print(\"1. Create a list of muni/COIs with populations between x fraction and 1.0 of a full district\")\n",
    "print(\"2. For each qualifying muni, identify the HD centers which captured a certain range of that muni's population\")\n",
    "print(\"3. Compute the average and span of the HD leans for both original and no-split HD shapes\")\n",
    "print(\"4. Various approaches to plotting the results\")\n",
    "plotOffset = 0.005  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 1./2.  # the span of (fraction of COI pop in this HD) for which we will accumulate stats\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP[0], HDvGOP[1] ], [HDvGOP[2], HDvGOP[3] ] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [legHDplanTractPop, congrHDplanTractPop]\n",
    "aDP = [statePop/99., statePop/15.]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legAnySplitHDTL, congrAnySplitHDTL ]  #the HDtractLists for the unconstrained base case\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative615\",\"Congressional615\"]   # or ... 1850\n",
    "plotType = [\"errorbars\",\"scatter\"]\n",
    "for i in range(2):  #range(2) for both; 1,2 for Congressional only\n",
    "    avgDistrictPop =aDP[i]        \n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.6],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / aDP[i] < 1.0 and muniPop[m] / aDP[i] > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniPCP[tgtM]\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for bg in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if bg in muniTractList[tgtM]:\n",
    "                        inHDpop += bgTractPop[bg]  #need to use bgTractPop, not vtd-based for COIs\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            if plotType[i] == \"errorbars\":\n",
    "                plt.errorbar(plotX-plotOffset,  avgOrigGOP,yerr=origStdDev, color=\"black\",capsize=2,marker=\"x\", markersize=2,mfc=\"black\")\n",
    "                plt.errorbar(plotX+plotOffset, avgSplitGOP,yerr=splitStdDev,color=\"green\",capsize=4,marker=\"o\", markersize=2, mfc=\"green\")\n",
    "            \n",
    "            \n",
    "            \n",
    "            if plotType[i] == \"scatter\":\n",
    "                LEAN = muniLean[tgtM]\n",
    "                deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "                deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "                gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "                bluu = max(0, 1 - deltaBlue )\n",
    "                redd = max(0, 1 - deltaRed )\n",
    "                COLOR = (redd, gren, bluu)\n",
    "                delta = avgSplitGOP - avgOrigGOP #weighted shift in mean envelope HD lean after applying no-split\n",
    "                WDTH = 0.1 * abs(delta)  \n",
    "                HW, HL = 4. *WDTH ,6. *WDTH\n",
    "                plt.arrow(plotX,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,color=COLOR)\n",
    "                plotX1 = [(muniPop[tgtM] / avgDistrictPop - 2.*plotOffset ) for qq in envList]\n",
    "                plotX2 = [(muniPop[tgtM] / avgDistrictPop + plotOffset ) for qq in envList]\n",
    "                for qq in range(len(envList)):\n",
    "                    plt.text(plotX1[qq], envListOrigGOP[qq],\"x\",fontsize=5,color=COLOR)\n",
    "                    plt.text(plotX2[qq], envListSplitGOP[qq],\"o\",fontsize=5,color=COLOR)\n",
    "    plt.ylim(0.1, 0.8)\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d26368ad-7050-4ce4-aee1-8fd1f215c397",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And now alternate plots to above, but with same data\n",
      "plot both legisl and congr as arrows or violins\n",
      "The below plot is for legislative1850 . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 20 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 120 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 160 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 360 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 580 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 680 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 760 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 840 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 960 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 1040 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 1320 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 1460 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 1520 for case legislative1850\n",
      "working on IDing the suburban envelope for muni 1680 for case legislative1850\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 legislative1850 district pop, envRange= 0.5\n",
      "The below plot is for Congressional1850 . Orig data = black x, no-split in green o.  Error bars are 1 std dev\n",
      "working on IDing the suburban envelope for muni 0 for case Congressional1850\n",
      "working on IDing the suburban envelope for muni 40 for case Congressional1850\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above plot was for all munis between 0.1 and 1 Congressional1850 district pop, envRange= 0.5\n"
     ]
    }
   ],
   "source": [
    "print(\"And now alternate plots to above, but with same data\") #arrows or violin\n",
    "print(\"plot both legisl and congr as arrows or violins\")\n",
    "plotOffset = 0.005  #adjustable, how far we shift any-split and no-split x values to avoid overlap in the plot\n",
    "minDistrictFrac = 0.1\n",
    "envRange = 1./2.  # the span of (fraction of COI pop in this HD) for which we will accumulate stats (0.5, 0.333)\n",
    "minEnv = 0.5 - 0.5*envRange\n",
    "maxEnv = 0.5 + 0.5*envRange\n",
    "hdvGOP = [[HDvGOP[0], HDvGOP[1] ], [HDvGOP[2], HDvGOP[3] ] ]\n",
    "hdcp = [HDCP, HDCP15]\n",
    "hdpop = [legHDplanTractPop, congrHDplanTractPop]\n",
    "aDP = [statePop/99., statePop/15.]\n",
    "maxDistList = [1, 2]\n",
    "anysplitHDTL = [legAnySplitHDTL, congrAnySplitHDTL ]  #the HDtractLists for the unconstrained base case\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "CASE = [\"legislative1850\",\"Congressional1850\"]\n",
    "plotType = [\"arrows\",\"violin\"] # [\"arrows\", \"arrows\"] or [\"arrows\",\"violin\"]\n",
    "for i in range(2):  #range(2) for both; 1,2 for Congressional only\n",
    "    if plotType[i] == \"violin\":\n",
    "        fig, ax = plt.subplots(figsize=(18, 7))\n",
    "    avgDistrictPop =aDP[i]        \n",
    "    print(\"The below plot is for\",CASE[i],\". Orig data = black x, no-split in green o.  Error bars are 1 std dev\")\n",
    "    plt.plot([minDistrictFrac, 0.6],[0.5, 0.5],ls=\"dashed\")\n",
    "    mList = list()\n",
    "    for m in range(nMunis):\n",
    "        if muniPop[m] / aDP[i] < 1.0 and muniPop[m] / aDP[i] > minDistrictFrac:\n",
    "            mList.append(m)\n",
    "    for tgtM in mList:\n",
    "        if tgtM%20 == 0:\n",
    "            print(\"working on IDing the suburban envelope for muni\",tgtM,\"for case\",CASE[i])\n",
    "        plotList = list()\n",
    "        muniCtr = muniPCP[tgtM]\n",
    "        maxDist = maxDistList[i] #only HD centers this close to the city center are likely to intersect the city\n",
    "        minFrac = 0.1 #minimum fraction of city pop captured in orig HD to plot this HD's lean\n",
    "        envList = list()  #list of HDs that are in the suburban \"envelope\" of using a certain range of this muni's pop\n",
    "        envListPop = 0.   #the total pop of all HDs in this list\n",
    "        avgOrigGOP = 0.   #the weighted average of GOP lean across these \"envelope\" HDs ignoring no-split rules\n",
    "        avgSplitGOP = 0.  #the same, but when the HDs were drawn with no-split respected\n",
    "        envListOrigGOP = list()   #an ordered list of any-split HD leans for qualifying HDs\n",
    "        envListSplitGOP = list()  #the same, but for the no-split HD shapes\n",
    "        for h in activeHDlist[i]:\n",
    "            if hdcp[i][h].distance(muniCtr) < maxDist:  #this HD is close enough to possibly sufficiently intersect the tgt muni\n",
    "                inHDpop = 0.\n",
    "                for bg in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                    if bg in muniTractList[tgtM]:\n",
    "                        inHDpop += bgTractPop[bg]  #need to use bgTractPop, not vtd-based for COIs\n",
    "                if inHDpop / muniPop[tgtM] > minEnv and inHDpop / muniPop[tgtM] < maxEnv:  # --> the HD qualifies for our envelope list\n",
    "                    envList.append(h)  \n",
    "                    envListOrigGOP.append( hdvGOP[i][0][h])\n",
    "                    envListSplitGOP.append(hdvGOP[i][1][h])\n",
    "                    envListPop += hdpop[i][h]\n",
    "                    avgOrigGOP += hdpop[i][h]* hdvGOP[i][0][h]\n",
    "                    avgSplitGOP += hdpop[i][h]* hdvGOP[i][1][h]\n",
    "        if envList == list():\n",
    "            print(\"we did not find any HDs which enveloped near half or\",int(0.5*muniPop[tgtM]),\"pop for muni\",tgtM,CASE[i])\n",
    "        else:\n",
    "            avgOrigGOP = avgOrigGOP / envListPop   #normalizing\n",
    "            avgSplitGOP = avgSplitGOP / envListPop\n",
    "            origVAR = 0.  #I'd like to do a box plot per city, but don't know how to set the x-position for it.  So do weighted stats ...\n",
    "            splitVAR = 0.  # to create a box-whiskeresque error bar plot\n",
    "            for j, h in enumerate(envList):\n",
    "                origVAR +=  hdpop[i][h] / envListPop * (envListOrigGOP[j]  -  avgOrigGOP)**2\n",
    "                splitVAR += hdpop[i][h] / envListPop * (envListSplitGOP[j] - avgSplitGOP)**2\n",
    "            origStdDev  =  origVAR ** 0.5\n",
    "            splitStdDev = splitVAR ** 0.5\n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            if plotType[i] == \"errorbars\":\n",
    "                plt.errorbar(plotX-plotOffset,  avgOrigGOP,yerr=origStdDev, color=\"black\",capsize=2,marker=\"x\", markersize=2,mfc=\"black\")\n",
    "                plt.errorbar(plotX+plotOffset, avgSplitGOP,yerr=splitStdDev,color=\"green\",capsize=4,marker=\"o\", markersize=2, mfc=\"green\")\n",
    "            \n",
    "            plotX = muniPop[tgtM] / avgDistrictPop\n",
    "            LEAN = muniLean[tgtM]\n",
    "            deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "            deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "            gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "            bluu = max(0, 1 - deltaBlue )\n",
    "            redd = max(0, 1 - deltaRed )\n",
    "            COLOR = (redd, gren, bluu)\n",
    "            if plotType[i] == \"scatter\":\n",
    "                plt.scatter(plotX, avgSplitGOP-avgOrigGOP,marker=\"o\", s=4*max(1,muniPop[tgtM]/100000), color=COLOR)\n",
    "            if plotType[i] == \"arrows\" or plotType[i] == \"scatter\":\n",
    "                delta = avgSplitGOP - avgOrigGOP #weighted shift in mean envelope HD lean after applying no-split\n",
    "                if abs(delta) > 0.005:\n",
    "                    WDTH = 0.1 * abs(delta)  \n",
    "                    HW, HL = 4. *WDTH ,6. *WDTH\n",
    "                    plt.arrow(plotX,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,color=COLOR)\n",
    "                else:\n",
    "                    plt.scatter(plotX,avgOrigGOP,marker=\"o\",s=5,color=COLOR)\n",
    "            if plotType[i] == \"violin\":\n",
    "                delta = avgSplitGOP - avgOrigGOP               \n",
    "                WDTH = 0.1 * abs(delta)  \n",
    "                HW, HL = 4. *WDTH ,6. *WDTH\n",
    "                plt.arrow(plotX,avgOrigGOP,0,delta,width=WDTH, head_width=HW, head_length=HL,\n",
    "                          color= COLOR)\n",
    "                #fig, ax = plt.subplots(figsize=(18, 7))  #in below, I use \"widths\" for half-violin widths\n",
    "                data1 = envListOrigGOP.copy()  #KISS; copy the STACKFLOW example\n",
    "                data2 = envListSplitGOP.copy()\n",
    "                v1 = ax.violinplot(data1, points=100, positions=[plotX],widths=0.03,\n",
    "                                   showmeans=False, showextrema=False, showmedians=False)\n",
    "                for b in v1['bodies']:\n",
    "                    # get the center\n",
    "                    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "                    # modify the paths to not go further right than the center\n",
    "                    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], -np.inf, m)\n",
    "                    b.set_color('g')\n",
    "                    \n",
    "                v2 = ax.violinplot(data2, points=100, positions=[plotX], widths=0.03,\n",
    "                                   showmeans=False, showextrema=False, showmedians=False)\n",
    "                for b in v2['bodies']:\n",
    "                    # get the center\n",
    "                    m = np.mean(b.get_paths()[0].vertices[:, 0])\n",
    "                    # modify the paths to not go further left than the center\n",
    "                    b.get_paths()[0].vertices[:, 0] = np.clip(b.get_paths()[0].vertices[:, 0], m, np.inf)\n",
    "                    b.set_color('m')\n",
    "    ax.tick_params(axis='x', labelsize=18) \n",
    "    ax.tick_params(axis='y', labelsize=18)            \n",
    "    plt.ylim(0.1, 0.8)\n",
    "    plt.show()\n",
    "    print(\"above plot was for all munis between\",minDistrictFrac,\"and 1\",CASE[i],\"district pop, envRange=\",r3(envRange))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8bc5a37a-e60c-447a-b17a-6f3c8de7b75d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now, let us make a list of each envelope's net seat shift for plotting\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'anysplitHDTL' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [16], line 43\u001b[0m\n\u001b[1;32m     41\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m hdcp[i][h]\u001b[38;5;241m.\u001b[39mdistance(muniCtr) \u001b[38;5;241m<\u001b[39m maxDistList[i]:  \u001b[38;5;66;03m#close enough to possibly intersect\u001b[39;00m\n\u001b[1;32m     42\u001b[0m     doesIntersect \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m---> 43\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m bg \u001b[38;5;129;01min\u001b[39;00m \u001b[43manysplitHDTL\u001b[49m[i][h]:  \u001b[38;5;66;03m#A_HDTL, B_HDTL\u001b[39;00m\n\u001b[1;32m     44\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m bg \u001b[38;5;129;01min\u001b[39;00m muniTractList[m]:\n\u001b[1;32m     45\u001b[0m             doesIntersect \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'anysplitHDTL' is not defined"
     ]
    }
   ],
   "source": [
    "print(\"now, let us make a list of each envelope's net seat shift for plotting\")\n",
    "SIGN = [-1., 1.]\n",
    "envSeatShift = [0.]*nMunis\n",
    "HDseatShift = [0.]*nHDs  #nHDs or nHD15s\n",
    "i = 0  #0 legisl, #1 for Congressional\n",
    "seatVar = 0.01\n",
    "minDistrictFrac = 0.1\n",
    "PLANdfLIST = [[legHDplanDF, legCOIplanDF], [congrHDplanDF, congrCOIplanDF]]  #\n",
    "hdcp = [HDCP, HDCP15]\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "hdpop = [legHDplanTractPop, congrHDplanTractPop]\n",
    "aDP = [statePop/99., statePop/15.]\n",
    "maxDistList = [1, 2]\n",
    "mList = list()\n",
    "for j, planDF in enumerate(PLANdfLIST[i]):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018,\n",
    "                 dLeanSoS2018, dLeanAud2018, dLeanPres2020] \n",
    "\n",
    "    for h in activeHDlist[i]:  #activeHDs, activeHD15s\n",
    "        eVote = [ (1. - e[h] ) for e in elections]\n",
    "        fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)] \n",
    "        HDseatShift[h] += SIGN[j] * np.sum(fracSeats) / len(elections)\n",
    "        \n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] / aDP[i] < 1.0 and muniPop[m] / aDP[i] > minDistrictFrac:\n",
    "        mList.append(m)\n",
    "for m in mList:\n",
    "    if m%20 == 0:\n",
    "        print(\"working on total seat shift for COI\",m)\n",
    "    muniCtr = muniPCP[m]\n",
    "    for h in activeHDlist[i]:\n",
    "        if hdcp[i][h].distance(muniCtr) < maxDistList[i]:  #close enough to possibly intersect\n",
    "            doesIntersect = False\n",
    "            for bg in anysplitHDTL[i][h]:  #A_HDTL, B_HDTL\n",
    "                if bg in muniTractList[m]:\n",
    "                    doesIntersect = True\n",
    "                    break\n",
    "            if doesIntersect:\n",
    "                envSeatShift[m] += hdpop[i][h]/aDP[i]*HDseatShift[h]\n",
    "    plt.scatter(muniLean[m], envSeatShift[m],s=40.*muniPop[m]/aDP[i] )\n",
    "plt.xlabel(\"muniLean\")\n",
    "plt.ylabel(\"GOP seat gain / election w no split \")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "03fdfb12-c639-4636-9378-53d9cf9ca1b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "let's visualize where these outliers are\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"let's visualize where these outliers are\")\n",
    "for m in range(nMunis):\n",
    "    if abs(envSeatShift[m]) > 0.05:\n",
    "        fs = 40.*muniPop[m]/aDP[i]\n",
    "        LEAN = muniLean[m]\n",
    "        deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "        deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "        gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "        bluu = max(0, 1 - deltaBlue )\n",
    "        redd = max(0, 1 - deltaRed )\n",
    "        COLOR = (redd, gren, bluu)\n",
    "        plt.text(muniPCP[m].x-0.05, muniPCP[m].y-0.02, r3(envSeatShift[m]),fontsize=fs,color=COLOR)\n",
    "plotPoly(countyMAP)\n",
    "plotPoly(countyGeom[24])\n",
    "plotPoly(countyGeom[17])\n",
    "plt.text(-81, 38.8,\"0.5 d\", fontsize=20.,color=\"black\")\n",
    "plt.text(-81, 38.5, \"0.2 d\", fontsize=8, color=\"black\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "f9ed689e-f4e1-4449-a1ed-d4a38668b7b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I wonder why these are getting bluer?\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"I wonder why these are getting bluer?\")\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.1 * aDP[i]:\n",
    "        LEAN = muniLean[m]\n",
    "        deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "        deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "        gren = max(0, 0.5*(1 - deltaBlue - deltaRed) )\n",
    "        bluu = max(0, 1 - deltaBlue )\n",
    "        redd = max(0, 1 - deltaRed )\n",
    "        COLOR = (redd, gren, bluu)\n",
    "        plt.text(muniPCP[m].x-0.05, muniPCP[m].y-0.02, r3(muniPop[m]/aDP[i]),color=COLOR)\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e37481c3-af16-4c64-aaeb-8e73f4ecfa92",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simplified from above -- just calculate the no-split shift for each Home District\n"
     ]
    }
   ],
   "source": [
    "#if cold restart, need to run this block after pulling in muni stats\n",
    "print(\"simplified from above -- just calculate the no-split shift for each Home District\")\n",
    "SIGN = [-1., 1.]\n",
    "i = 1  #0 legisl, #1 for Congressional\n",
    "seatVar = 0.01\n",
    "PLANdfLIST = [[legHDplanDF, legCOIplanDF], [congrHDplanDF, congrCOIplanDF]]  #\n",
    "hdcp = [HDCP, HDCP15]\n",
    "activeHDlist = [activeHDs, activeHD15s]\n",
    "hdpop = [legHDplanTractPop, congrHDplanTractPop]\n",
    "n_HDs = [nHDs, nHD15s]\n",
    "HDseatShift = [0.]*n_HDs[i]\n",
    "aDP = [statePop/99., statePop/15.]\n",
    "for j, planDF in enumerate(PLANdfLIST[i]):\n",
    "    dLeanSen2016  = planDF['dLeanSen2016']\n",
    "    dLeanPres2016 = planDF['dLeanPres2016']\n",
    "    dLeanSen2018  = planDF['dLeanSen2018']\n",
    "    dLeanATG2018  = planDF['dLeanATG2018']\n",
    "    dLeanGov2018  = planDF['dLeanGov2018']\n",
    "    dLeanTre2018  = planDF['dLeanTre2018']\n",
    "    dLeanSoS2018  = planDF['dLeanSoS2018']\n",
    "    dLeanAud2018  = planDF['dLeanAud2018']\n",
    "    dLeanPres2020 = planDF['dLeanPres2020']   \n",
    "    elections = [dLeanSen2016, dLeanPres2016, dLeanSen2018, dLeanATG2018, dLeanGov2018, dLeanTre2018,\n",
    "                 dLeanSoS2018, dLeanAud2018, dLeanPres2020] \n",
    "\n",
    "    for h in activeHDlist[i]:  #activeHDs, activeHD15s\n",
    "        eVote = [ (1. - e[h] ) for e in elections]\n",
    "        fracSeats =  [ norm.cdf( (eVote[e] - 0.5)/seatVar) for e,ee in enumerate(elections)] \n",
    "        HDseatShift[h] += SIGN[j] * np.sum(fracSeats) / len(elections)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "00fb5e34-6bf1-4f7e-b047-ad9159b4c013",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "So, where in the state did we get a significant seat shift upon no-split?\n",
      "we will plot all bg's or tracts that centered HD's with seat expectations that shifted by more than 0.3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#CensusTractFile = gpd.read_file(\"state_map_files/oh_pl2020_t.dbf\")  # *if needed#\n",
    "#CensusGeom = CensusTractFile['geometry']  #for Congressional, we need these shapes for some plots\n",
    "print(\"So, where in the state did we get a significant seat shift upon no-split?\")\n",
    "#continuing from previous blocks\n",
    "minSeatShift = 0.3\n",
    "minPlotPop = 100000\n",
    "GEOM = [bgGeom, CensusGeom]  #for legislative, Congressional\n",
    "print(\"we will plot all bg's or tracts that centered HD's with seat expectations that shifted by more than\",\n",
    "      minSeatShift)\n",
    "#print(\"... and all COIs with pop >\",minPlotPop)\n",
    "for h in activeHDlist[i]:\n",
    "    if abs(HDseatShift[h]) > minSeatShift:\n",
    "        LEAN = 0.5 + HDseatShift[h]\n",
    "        fillplotLean(GEOM[i][h],LEAN)\n",
    "        plotPolyLW(GEOM[i][h],0.4)\n",
    "plotPoly(countyMAP)\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.2 * aDP[i] and muniPop[m] < 1.05 * aDP[i]: # >minPlotPop:  #0.5 * aDP[i]\n",
    "        MGEOM = muniGeom[m]  #this was just the centerpoint\n",
    "        for bg in muniTractList[m]:\n",
    "            MGEOM = MGEOM.union(bgGeom[bg])\n",
    "        plotPolyLW(MGEOM,1)\n",
    "        plotCenter(round(muniPop[m]/aDP[i],2),MGEOM)\n",
    "CASE = [\"legislative1850\",\"Congressional1850\"]\n",
    "plt.text(-81.7,38.5,CASE[i],fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1bd14172-6078-4df0-932a-426871218568",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 8941 9472\n"
     ]
    }
   ],
   "source": [
    "#2/13/23 -- possibly to add here -- shift in Home District partisan histograms upon no-split application"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "628ca0f1-7525-4468-b7e5-dfcc89176f67",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6cfbd0a0-02e7-4a6a-8f4b-6c10e1571c41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will now compute, plot each county's GOP seat fraction expectation under each rule set\n",
      "county 4 shifted from 0.71 to 0.662 when building from COIs\n",
      "county 17 shifted from 0.152 to 0.179 when building from COIs\n",
      "county 20 shifted from 0.829 to 0.723 when building from COIs\n",
      "county 22 shifted from 0.856 to 0.727 when building from COIs\n",
      "county 24 shifted from 0.177 to 0.145 when building from COIs\n",
      "county 27 shifted from 0.93 to 0.889 when building from COIs\n",
      "county 36 shifted from 0.98 to 0.954 when building from COIs\n",
      "county 42 shifted from 0.761 to 0.741 when building from COIs\n",
      "county 44 shifted from 0.954 to 0.921 when building from COIs\n",
      "county 48 shifted from 1.0 to 0.976 when building from COIs\n",
      "county 49 shifted from 0.403 to 0.243 when building from COIs\n",
      "county 57 shifted from 0.99 to 0.881 when building from COIs\n",
      "county 61 shifted from 0.869 to 0.766 when building from COIs\n",
      "county 63 shifted from 0.993 to 0.962 when building from COIs\n",
      "county 66 shifted from 0.623 to 0.557 when building from COIs\n",
      "county 75 shifted from 0.829 to 0.783 when building from COIs\n",
      "county 77 shifted from 0.451 to 0.38 when building from COIs\n",
      "county 79 shifted from 0.999 to 0.938 when building from COIs\n",
      "here is the shift in county FRACTION of GOP seats for HDs centered in each county\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is the shift in TOTAL county GOP seats for HDs centered in each county\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"we will now compute, plot each county's GOP seat fraction expectation under each rule set\")\n",
    "minFracPlot = 0.02 #use 0.03 for Congressional, #0.05 maybe for legisl\n",
    "minTotalSeatPlot = 0.03\n",
    "countyFracGOPseats = [[0.]*nCounties for i in range(len(planDFlist)) ]\n",
    "countyHDweight = [0.]*nCounties  #total HD weight in this county (should be proportional to countyPop)\n",
    "for h in activeHDs:\n",
    "    c = mainCounty[h]\n",
    "    if c >= 0 :  #should always be true for active HD's ...\n",
    "        countyHDweight[c] += HDweight[h]\n",
    "        countyFracGOPseats[0][c] += HDweight[h] * HD15fracGOPseats[0][h]\n",
    "for c in range(nCounties):\n",
    "    countyFracGOPseats[0][c] /= countyHDweight[c]  #normalizing\n",
    "        \n",
    "countyHDweight = [0.]*nCounties  #repeat for the COIs, which have alternate weights by HD\n",
    "for h in activeCOI_HDs:\n",
    "    c = bgCountyNo[h]\n",
    "    if c >= 0 :  #should always be true for active HD's ...\n",
    "        countyHDweight[c] += COI_HDweight[h]\n",
    "        countyFracGOPseats[1][c] += COI_HDweight[h] * HD15fracGOPseats[1][h]\n",
    "for c in range(nCounties):\n",
    "    countyFracGOPseats[1][c] /= countyHDweight[c]  #normalizing       \n",
    "        \n",
    "        \n",
    "countyShift = [(countyFracGOPseats[1][c] - countyFracGOPseats[0][c] ) for c in range(nCounties) ]\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.4)\n",
    "    fillplotLean(countyGeom[c], countyFracGOPseats[0][c])\n",
    "    if abs(countyShift[c]) > minFracPlot :\n",
    "        print(\"county\",c,\"shifted from\",r3(countyFracGOPseats[0][c]),\"to\",r3(countyFracGOPseats[1][c]),\n",
    "              \"when building from COIs\")\n",
    "        plt.text(countyGeom[c].centroid.x - 0.1,countyGeom[c].centroid.y,r3(countyShift[c]),fontsize=10)\n",
    "print(\"here is the shift in county FRACTION of GOP seats for HDs centered in each county\")\n",
    "plt.show()\n",
    "\n",
    "for c in range(nCounties):\n",
    "    plotPolyLW(countyGeom[c],0.4)\n",
    "    if countyFracGOPseats[0][c] < 0.54:\n",
    "        fillplotLean(countyGeom[c], countyFracGOPseats[0][c])\n",
    "    totalSeatShift = countyShift[c]*nDistricts*countyPop[c]/statePop\n",
    "    if abs(totalSeatShift) > minTotalSeatPlot :\n",
    "        plt.text(countyGeom[c].centroid.x - 0.13,countyGeom[c].centroid.y - 0.03,\n",
    "                 r3(totalSeatShift),fontsize=10)\n",
    "print(\"here is the shift in TOTAL county GOP seats for HDs centered in each county\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "001a6bab-dcc6-42ca-9353-e31ec59a0735",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.01532 -1.51654 fracSeat shift, net seat shift out of 99 total seats\n",
      "-0.01533 fracSeat shift, our XL sheet has vtd-based fracSeat as 0.62165 , 1850COI as 0.60632\n",
      "-0.00692 fracSeat shift, our XL sheet has vtd-based fracSeat as 0.62165 , 615COI as 0.61473\n"
     ]
    }
   ],
   "source": [
    "totShift = 0.  #0.62165, 0.61473, 0.60632\n",
    "for c in range(nCounties):\n",
    "    totShift += countyPop[c] / statePop * countyShift[c]\n",
    "print(r5(totShift), r5(totShift*nDistricts),\"fracSeat shift, net seat shift out of 99 total seats\")\n",
    "print(r5(0.60632-0.62165),\"fracSeat shift, our XL sheet has vtd-based fracSeat as\",0.62165,\", 1850COI as\",0.60632)\n",
    "print(r5(0.61473-0.62165),\"fracSeat shift, our XL sheet has vtd-based fracSeat as\",0.62165,\", 615COI as\",0.61473)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3a4d617-9929-4a29-a08d-2c1a19b3f4b4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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